diff --git a/sql/core/src/main/scala/org/apache/spark/sql/execution/datasources/jdbc/JDBCRDD.scala b/sql/core/src/main/scala/org/apache/spark/sql/execution/datasources/jdbc/JDBCRDD.scala
index a1e5dfdbf739e..37df283a9e5b2 100644
--- a/sql/core/src/main/scala/org/apache/spark/sql/execution/datasources/jdbc/JDBCRDD.scala
+++ b/sql/core/src/main/scala/org/apache/spark/sql/execution/datasources/jdbc/JDBCRDD.scala
@@ -27,7 +27,7 @@ import org.apache.spark.{Partition, SparkContext, TaskContext}
 import org.apache.spark.internal.Logging
 import org.apache.spark.rdd.RDD
 import org.apache.spark.sql.catalyst.InternalRow
-import org.apache.spark.sql.jdbc.JdbcDialects
+import org.apache.spark.sql.jdbc.{JdbcDialect, JdbcDialects}
 import org.apache.spark.sql.sources._
 import org.apache.spark.sql.types._
 import org.apache.spark.util.CompletionIterator
@@ -105,37 +105,40 @@ object JDBCRDD extends Logging {
    * Turns a single Filter into a String representing a SQL expression.
    * Returns None for an unhandled filter.
    */
-  def compileFilter(f: Filter): Option[String] = {
+  def compileFilter(f: Filter, dialect: JdbcDialect): Option[String] = {
+    def quote(colName: String): String = dialect.quoteIdentifier(colName)
+
     Option(f match {
-      case EqualTo(attr, value) => s"$attr = ${compileValue(value)}"
+      case EqualTo(attr, value) => s"${quote(attr)} = ${compileValue(value)}"
       case EqualNullSafe(attr, value) =>
-        s"(NOT ($attr != ${compileValue(value)} OR $attr IS NULL OR " +
-          s"${compileValue(value)} IS NULL) OR ($attr IS NULL AND ${compileValue(value)} IS NULL))"
-      case LessThan(attr, value) => s"$attr < ${compileValue(value)}"
-      case GreaterThan(attr, value) => s"$attr > ${compileValue(value)}"
-      case LessThanOrEqual(attr, value) => s"$attr <= ${compileValue(value)}"
-      case GreaterThanOrEqual(attr, value) => s"$attr >= ${compileValue(value)}"
-      case IsNull(attr) => s"$attr IS NULL"
-      case IsNotNull(attr) => s"$attr IS NOT NULL"
-      case StringStartsWith(attr, value) => s"${attr} LIKE '${value}%'"
-      case StringEndsWith(attr, value) => s"${attr} LIKE '%${value}'"
-      case StringContains(attr, value) => s"${attr} LIKE '%${value}%'"
+        val col = quote(attr)
+        s"(NOT ($col != ${compileValue(value)} OR $col IS NULL OR " +
+          s"${compileValue(value)} IS NULL) OR ($col IS NULL AND ${compileValue(value)} IS NULL))"
+      case LessThan(attr, value) => s"${quote(attr)} < ${compileValue(value)}"
+      case GreaterThan(attr, value) => s"${quote(attr)} > ${compileValue(value)}"
+      case LessThanOrEqual(attr, value) => s"${quote(attr)} <= ${compileValue(value)}"
+      case GreaterThanOrEqual(attr, value) => s"${quote(attr)} >= ${compileValue(value)}"
+      case IsNull(attr) => s"${quote(attr)} IS NULL"
+      case IsNotNull(attr) => s"${quote(attr)} IS NOT NULL"
+      case StringStartsWith(attr, value) => s"${quote(attr)} LIKE '${value}%'"
+      case StringEndsWith(attr, value) => s"${quote(attr)} LIKE '%${value}'"
+      case StringContains(attr, value) => s"${quote(attr)} LIKE '%${value}%'"
       case In(attr, value) if value.isEmpty =>
-        s"CASE WHEN ${attr} IS NULL THEN NULL ELSE FALSE END"
-      case In(attr, value) => s"$attr IN (${compileValue(value)})"
-      case Not(f) => compileFilter(f).map(p => s"(NOT ($p))").getOrElse(null)
+        s"CASE WHEN ${quote(attr)} IS NULL THEN NULL ELSE FALSE END"
+      case In(attr, value) => s"${quote(attr)} IN (${compileValue(value)})"
+      case Not(f) => compileFilter(f, dialect).map(p => s"(NOT ($p))").getOrElse(null)
       case Or(f1, f2) =>
         // We can't compile Or filter unless both sub-filters are compiled successfully.
         // It applies too for the following And filter.
         // If we can make sure compileFilter supports all filters, we can remove this check.
-        val or = Seq(f1, f2).flatMap(compileFilter(_))
+        val or = Seq(f1, f2).flatMap(compileFilter(_, dialect))
         if (or.size == 2) {
           or.map(p => s"($p)").mkString(" OR ")
         } else {
           null
         }
       case And(f1, f2) =>
-        val and = Seq(f1, f2).flatMap(compileFilter(_))
+        val and = Seq(f1, f2).flatMap(compileFilter(_, dialect))
         if (and.size == 2) {
           and.map(p => s"($p)").mkString(" AND ")
         } else {
@@ -214,7 +217,9 @@ private[jdbc] class JDBCRDD(
    * `filters`, but as a WHERE clause suitable for injection into a SQL query.
    */
   private val filterWhereClause: String =
-    filters.flatMap(JDBCRDD.compileFilter).map(p => s"($p)").mkString(" AND ")
+    filters
+      .flatMap(JDBCRDD.compileFilter(_, JdbcDialects.get(url)))
+      .map(p => s"($p)").mkString(" AND ")
 
   /**
    * A WHERE clause representing both `filters`, if any, and the current partition.
diff --git a/sql/core/src/main/scala/org/apache/spark/sql/execution/datasources/jdbc/JDBCRelation.scala b/sql/core/src/main/scala/org/apache/spark/sql/execution/datasources/jdbc/JDBCRelation.scala
index 672c21c6ac734..6abb27db8531e 100644
--- a/sql/core/src/main/scala/org/apache/spark/sql/execution/datasources/jdbc/JDBCRelation.scala
+++ b/sql/core/src/main/scala/org/apache/spark/sql/execution/datasources/jdbc/JDBCRelation.scala
@@ -23,6 +23,7 @@ import org.apache.spark.internal.Logging
 import org.apache.spark.Partition
 import org.apache.spark.rdd.RDD
 import org.apache.spark.sql.{DataFrame, Row, SaveMode, SparkSession, SQLContext}
+import org.apache.spark.sql.jdbc.JdbcDialects
 import org.apache.spark.sql.sources._
 import org.apache.spark.sql.types.StructType
 
@@ -113,7 +114,7 @@ private[sql] case class JDBCRelation(
 
   // Check if JDBCRDD.compileFilter can accept input filters
   override def unhandledFilters(filters: Array[Filter]): Array[Filter] = {
-    filters.filter(JDBCRDD.compileFilter(_).isEmpty)
+    filters.filter(JDBCRDD.compileFilter(_, JdbcDialects.get(jdbcOptions.url)).isEmpty)
   }
 
   override def buildScan(requiredColumns: Array[String], filters: Array[Filter]): RDD[Row] = {
diff --git a/sql/core/src/test/scala/org/apache/spark/sql/jdbc/JDBCSuite.scala b/sql/core/src/test/scala/org/apache/spark/sql/jdbc/JDBCSuite.scala
index b16be457ed5c3..af5f01c493e84 100644
--- a/sql/core/src/test/scala/org/apache/spark/sql/jdbc/JDBCSuite.scala
+++ b/sql/core/src/test/scala/org/apache/spark/sql/jdbc/JDBCSuite.scala
@@ -202,6 +202,21 @@ class JDBCSuite extends SparkFunSuite
          |partitionColumn '"Dept"', lowerBound '1', upperBound '4', numPartitions '4')
       """.stripMargin.replaceAll("\n", " "))
 
+    conn.prepareStatement(
+      """create table test."mixedCaseCols" ("Name" TEXT(32), "Id" INTEGER NOT NULL)""")
+      .executeUpdate()
+    conn.prepareStatement("""insert into test."mixedCaseCols" values ('fred', 1)""").executeUpdate()
+    conn.prepareStatement("""insert into test."mixedCaseCols" values ('mary', 2)""").executeUpdate()
+    conn.prepareStatement("""insert into test."mixedCaseCols" values (null, 3)""").executeUpdate()
+    conn.commit()
+
+    sql(
+      s"""
+         |CREATE TEMPORARY TABLE mixedCaseCols
+         |USING org.apache.spark.sql.jdbc
+         |OPTIONS (url '$url', dbtable 'TEST."mixedCaseCols"', user 'testUser', password 'testPass')
+      """.stripMargin.replaceAll("\n", " "))
+
     // Untested: IDENTITY, OTHER, UUID, ARRAY, and GEOMETRY types.
   }
 
@@ -604,30 +619,32 @@ class JDBCSuite extends SparkFunSuite
 
   test("compile filters") {
     val compileFilter = PrivateMethod[Option[String]]('compileFilter)
-    def doCompileFilter(f: Filter): String = JDBCRDD invokePrivate compileFilter(f) getOrElse("")
-    assert(doCompileFilter(EqualTo("col0", 3)) === "col0 = 3")
-    assert(doCompileFilter(Not(EqualTo("col1", "abc"))) === "(NOT (col1 = 'abc'))")
+    def doCompileFilter(f: Filter): String =
+      JDBCRDD invokePrivate compileFilter(f, JdbcDialects.get("jdbc:")) getOrElse("")
+    assert(doCompileFilter(EqualTo("col0", 3)) === """"col0" = 3""")
+    assert(doCompileFilter(Not(EqualTo("col1", "abc"))) === """(NOT ("col1" = 'abc'))""")
     assert(doCompileFilter(And(EqualTo("col0", 0), EqualTo("col1", "def")))
-      === "(col0 = 0) AND (col1 = 'def')")
+      === """("col0" = 0) AND ("col1" = 'def')""")
     assert(doCompileFilter(Or(EqualTo("col0", 2), EqualTo("col1", "ghi")))
-      === "(col0 = 2) OR (col1 = 'ghi')")
-    assert(doCompileFilter(LessThan("col0", 5)) === "col0 < 5")
+      === """("col0" = 2) OR ("col1" = 'ghi')""")
+    assert(doCompileFilter(LessThan("col0", 5)) === """"col0" < 5""")
     assert(doCompileFilter(LessThan("col3",
-      Timestamp.valueOf("1995-11-21 00:00:00.0"))) === "col3 < '1995-11-21 00:00:00.0'")
-    assert(doCompileFilter(LessThan("col4", Date.valueOf("1983-08-04"))) === "col4 < '1983-08-04'")
-    assert(doCompileFilter(LessThanOrEqual("col0", 5)) === "col0 <= 5")
-    assert(doCompileFilter(GreaterThan("col0", 3)) === "col0 > 3")
-    assert(doCompileFilter(GreaterThanOrEqual("col0", 3)) === "col0 >= 3")
-    assert(doCompileFilter(In("col1", Array("jkl"))) === "col1 IN ('jkl')")
+      Timestamp.valueOf("1995-11-21 00:00:00.0"))) === """"col3" < '1995-11-21 00:00:00.0'""")
+    assert(doCompileFilter(LessThan("col4", Date.valueOf("1983-08-04")))
+      === """"col4" < '1983-08-04'""")
+    assert(doCompileFilter(LessThanOrEqual("col0", 5)) === """"col0" <= 5""")
+    assert(doCompileFilter(GreaterThan("col0", 3)) === """"col0" > 3""")
+    assert(doCompileFilter(GreaterThanOrEqual("col0", 3)) === """"col0" >= 3""")
+    assert(doCompileFilter(In("col1", Array("jkl"))) === """"col1" IN ('jkl')""")
     assert(doCompileFilter(In("col1", Array.empty)) ===
-      "CASE WHEN col1 IS NULL THEN NULL ELSE FALSE END")
+      """CASE WHEN "col1" IS NULL THEN NULL ELSE FALSE END""")
     assert(doCompileFilter(Not(In("col1", Array("mno", "pqr"))))
-      === "(NOT (col1 IN ('mno', 'pqr')))")
-    assert(doCompileFilter(IsNull("col1")) === "col1 IS NULL")
-    assert(doCompileFilter(IsNotNull("col1")) === "col1 IS NOT NULL")
+      === """(NOT ("col1" IN ('mno', 'pqr')))""")
+    assert(doCompileFilter(IsNull("col1")) === """"col1" IS NULL""")
+    assert(doCompileFilter(IsNotNull("col1")) === """"col1" IS NOT NULL""")
     assert(doCompileFilter(And(EqualNullSafe("col0", "abc"), EqualTo("col1", "def")))
-      === "((NOT (col0 != 'abc' OR col0 IS NULL OR 'abc' IS NULL) "
-        + "OR (col0 IS NULL AND 'abc' IS NULL))) AND (col1 = 'def')")
+      === """((NOT ("col0" != 'abc' OR "col0" IS NULL OR 'abc' IS NULL) """
+        + """OR ("col0" IS NULL AND 'abc' IS NULL))) AND ("col1" = 'def')""")
   }
 
   test("Dialect unregister") {
@@ -824,4 +841,24 @@ class JDBCSuite extends SparkFunSuite
     val schema = JdbcUtils.schemaString(df.schema, "jdbc:mysql://localhost:3306/temp")
     assert(schema.contains("`order` TEXT"))
   }
+
+  test("SPARK-18141: Predicates on quoted column names in the jdbc data source") {
+    assert(sql("SELECT * FROM mixedCaseCols WHERE Id < 1").collect().size == 0)
+    assert(sql("SELECT * FROM mixedCaseCols WHERE Id <= 1").collect().size == 1)
+    assert(sql("SELECT * FROM mixedCaseCols WHERE Id > 1").collect().size == 2)
+    assert(sql("SELECT * FROM mixedCaseCols WHERE Id >= 1").collect().size == 3)
+    assert(sql("SELECT * FROM mixedCaseCols WHERE Id = 1").collect().size == 1)
+    assert(sql("SELECT * FROM mixedCaseCols WHERE Id != 2").collect().size == 2)
+    assert(sql("SELECT * FROM mixedCaseCols WHERE Id <=> 2").collect().size == 1)
+    assert(sql("SELECT * FROM mixedCaseCols WHERE Name LIKE 'fr%'").collect().size == 1)
+    assert(sql("SELECT * FROM mixedCaseCols WHERE Name LIKE '%ed'").collect().size == 1)
+    assert(sql("SELECT * FROM mixedCaseCols WHERE Name LIKE '%re%'").collect().size == 1)
+    assert(sql("SELECT * FROM mixedCaseCols WHERE Name IS NULL").collect().size == 1)
+    assert(sql("SELECT * FROM mixedCaseCols WHERE Name IS NOT NULL").collect().size == 2)
+    assert(sql("SELECT * FROM mixedCaseCols").filter($"Name".isin()).collect().size == 0)
+    assert(sql("SELECT * FROM mixedCaseCols WHERE Name IN ('mary', 'fred')").collect().size == 2)
+    assert(sql("SELECT * FROM mixedCaseCols WHERE Name NOT IN ('fred')").collect().size == 1)
+    assert(sql("SELECT * FROM mixedCaseCols WHERE Id = 1 OR Name = 'mary'").collect().size == 2)
+    assert(sql("SELECT * FROM mixedCaseCols WHERE Name = 'mary' AND Id = 2").collect().size == 1)
+  }
 }