diff --git a/src/lightning/pytorch/CHANGELOG.md b/src/lightning/pytorch/CHANGELOG.md
index 1bba5e4ca0da7..b2c14e8812eee 100644
--- a/src/lightning/pytorch/CHANGELOG.md
+++ b/src/lightning/pytorch/CHANGELOG.md
@@ -55,6 +55,9 @@ The format is based on [Keep a Changelog](http://keepachangelog.com/en/1.0.0/).
 - Fixed `LightningCLI` loading of hyperparameters from `ckpt_path` failing for subclass model mode ([#21246](https://github.com/Lightning-AI/pytorch-lightning/pull/21246))
 
 
+- Fixed check the init args only when the given frames are in `__init__` method ([#21227](https://github.com/Lightning-AI/pytorch-lightning/pull/21227))
+
+
 ---
 
 ## [2.5.5] - 2025-09-05
diff --git a/src/lightning/pytorch/utilities/parsing.py b/src/lightning/pytorch/utilities/parsing.py
index 829cc7a994b93..64aa0209819ab 100644
--- a/src/lightning/pytorch/utilities/parsing.py
+++ b/src/lightning/pytorch/utilities/parsing.py
@@ -91,7 +91,7 @@ def get_init_args(frame: types.FrameType) -> dict[str, Any]:  # pragma: no-cover
 
 def _get_init_args(frame: types.FrameType) -> tuple[Optional[Any], dict[str, Any]]:
     _, _, _, local_vars = inspect.getargvalues(frame)
-    if "__class__" not in local_vars:
+    if "__class__" not in local_vars or frame.f_code.co_name != "__init__":
         return None, {}
     cls = local_vars["__class__"]
     init_parameters = inspect.signature(cls.__init__).parameters
diff --git a/tests/tests_pytorch/models/test_hparams.py b/tests/tests_pytorch/models/test_hparams.py
index 92a07f0a3d05e..9b31d18aa9edb 100644
--- a/tests/tests_pytorch/models/test_hparams.py
+++ b/tests/tests_pytorch/models/test_hparams.py
@@ -341,6 +341,20 @@ def __init__(obj, *more_args, other_arg=300, **more_kwargs):
         obj.save_hyperparameters()
 
 
+class _MetaType(type):
+    def __call__(cls, *args, **kwargs):
+        instance = super().__call__(*args, **kwargs)  # Create the instance
+        if hasattr(instance, "_after_init"):
+            instance._after_init(**kwargs)  # Call the method if defined
+        return instance
+
+
+class MetaTypeBoringModel(CustomBoringModel, metaclass=_MetaType):
+    def __init__(self, *args, **kwargs):
+        super().__init__(*args, **kwargs)
+        self.save_hyperparameters()
+
+
 if _OMEGACONF_AVAILABLE:
 
     class DictConfSubClassBoringModel(SubClassBoringModel):
@@ -365,6 +379,7 @@ class DictConfSubClassBoringModel: ...
         pytest.param(DictConfSubClassBoringModel, marks=RunIf(omegaconf=True)),
         BoringModelWithMixin,
         BoringModelWithMixinAndInit,
+        MetaTypeBoringModel,
     ],
 )
 def test_collect_init_arguments(tmp_path, cls):