diff --git a/doc/whatsnew/2/2.15/index.rst b/doc/whatsnew/2/2.15/index.rst
index 3f3e34ba88..929f232509 100644
--- a/doc/whatsnew/2/2.15/index.rst
+++ b/doc/whatsnew/2/2.15/index.rst
@@ -33,6 +33,8 @@ Extensions
 False positives fixed
 =====================
 
+* Don't report ``super-init-not-called`` for subclasses of ``Enum`` (on Python >= 3.11).
+
 * Don't report ``unsupported-binary-operation`` on Python <= 3.9 when using the ``|`` operator
   with types, if one has a metaclass that overloads ``__or__`` or ``__ror__`` as appropriate.
 
diff --git a/pylint/checkers/classes/class_checker.py b/pylint/checkers/classes/class_checker.py
index c345f41b59..561c400380 100644
--- a/pylint/checkers/classes/class_checker.py
+++ b/pylint/checkers/classes/class_checker.py
@@ -2059,6 +2059,11 @@ def _check_init(self, node: nodes.FunctionDef, klass_node: nodes.ClassDef) -> No
                 except astroid.InferenceError:
                     continue
 
+            # Skip if klass is Enum, Python's own docs and examples
+            # do not recommend Enum subclasses call Enum.__init__
+            if klass.name == "Enum":
+                continue
+
             if decorated_with(node, ["typing.overload"]):
                 continue
             cls = node_frame_class(method)