diff --git a/CHANGELOG.rst b/CHANGELOG.rst
index aa48ad69..e6f80383 100644
--- a/CHANGELOG.rst
+++ b/CHANGELOG.rst
@@ -2,6 +2,11 @@
 Changelog
 =========
 
+0.20.3 (22-12-08)
+=================
+- Prevent DeprecationWarning to bubble up on CPython 3.10.9 and 3.11.1.
+  `#460 <https://github.com/pytest-dev/pytest-asyncio/issues/460>`_
+
 0.20.2 (22-11-11)
 =================
 - Fixes an issue with async fixtures that are defined as methods on a test class not being rebound to the actual test instance. `#197 <https://github.com/pytest-dev/pytest-asyncio/issues/197>`_
diff --git a/pytest_asyncio/plugin.py b/pytest_asyncio/plugin.py
index 18d03673..403d814f 100644
--- a/pytest_asyncio/plugin.py
+++ b/pytest_asyncio/plugin.py
@@ -399,7 +399,9 @@ def pytest_fixture_setup(
         loop = outcome.get_result()
         policy = asyncio.get_event_loop_policy()
         try:
-            old_loop = policy.get_event_loop()
+            with warnings.catch_warnings():
+                warnings.simplefilter("ignore", DeprecationWarning)
+                old_loop = policy.get_event_loop()
             if old_loop is not loop:
                 old_loop.close()
         except RuntimeError: