diff --git a/docs/misc/changelog.rst b/docs/misc/changelog.rst
index ed9834f..e11c5c9 100644
--- a/docs/misc/changelog.rst
+++ b/docs/misc/changelog.rst
@@ -4,7 +4,7 @@ Changelog
 ==========
 
 
-Release 1.7.0a0 (WIP)
+Release 1.7.0a1 (WIP)
 --------------------------
 
 Breaking Changes:
@@ -24,6 +24,7 @@ Bug Fixes:
 ^^^^^^^^^^
 - Fix return type of ``evaluate_actions`` in ``ActorCritcPolicy`` to reflect that entropy is an optional tensor (@Rocamonde)
 - Fix type annotation of ``policy`` in ``BaseAlgorithm`` and ``OffPolicyAlgorithm``
+- Allowed model trained with Python 3.7 to be loaded with Python 3.8+ without the ``custom_objects`` workaround
 
 Deprecations:
 ^^^^^^^^^^^^^
diff --git a/stable_baselines3/common/policies.py b/stable_baselines3/common/policies.py
index 876979f..5972fa3 100644
--- a/stable_baselines3/common/policies.py
+++ b/stable_baselines3/common/policies.py
@@ -2,7 +2,6 @@
 
 import collections
 import copy
-import warnings
 from abc import ABC, abstractmethod
 from functools import partial
 from typing import Any, Dict, List, Optional, Tuple, Type, TypeVar, Union
diff --git a/stable_baselines3/common/save_util.py b/stable_baselines3/common/save_util.py
index 90392df..facc55a 100644
--- a/stable_baselines3/common/save_util.py
+++ b/stable_baselines3/common/save_util.py
@@ -162,13 +162,15 @@ def json_to_data(json_string: str, custom_objects: Optional[Dict[str, Any]] = No
             try:
                 base64_object = base64.b64decode(serialization.encode())
                 deserialized_object = cloudpickle.loads(base64_object)
-            except (RuntimeError, TypeError):
+            except (RuntimeError, TypeError, AttributeError) as e:
                 warnings.warn(
                     f"Could not deserialize object {data_key}. "
-                    + "Consider using `custom_objects` argument to replace "
-                    + "this object."
+                    "Consider using `custom_objects` argument to replace "
+                    "this object.\n"
+                    f"Exception: {e}"
                 )
-            return_data[data_key] = deserialized_object
+            else:
+                return_data[data_key] = deserialized_object
         else:
             # Read as it is
             return_data[data_key] = data_item
diff --git a/stable_baselines3/common/vec_env/vec_normalize.py b/stable_baselines3/common/vec_env/vec_normalize.py
index 53e94af..73c890c 100644
--- a/stable_baselines3/common/vec_env/vec_normalize.py
+++ b/stable_baselines3/common/vec_env/vec_normalize.py
@@ -1,5 +1,4 @@
 import pickle
-import warnings
 from copy import deepcopy
 from typing import Any, Dict, List, Optional, Union
 
diff --git a/stable_baselines3/sac/policies.py b/stable_baselines3/sac/policies.py
index 368cd67..ac93249 100644
--- a/stable_baselines3/sac/policies.py
+++ b/stable_baselines3/sac/policies.py
@@ -1,4 +1,3 @@
-import warnings
 from typing import Any, Dict, List, Optional, Tuple, Type, Union
 
 import gym
diff --git a/stable_baselines3/version.txt b/stable_baselines3/version.txt
index 56fee06..12cd5fb 100644
--- a/stable_baselines3/version.txt
+++ b/stable_baselines3/version.txt
@@ -1 +1 @@
-1.7.0a0
+1.7.0a1
diff --git a/tests/test_save_load.py b/tests/test_save_load.py
index 988d432..91b0760 100644
--- a/tests/test_save_load.py
+++ b/tests/test_save_load.py
@@ -1,7 +1,10 @@
+import base64
 import io
+import json
 import os
 import pathlib
 import warnings
+import zipfile
 from collections import OrderedDict
 from copy import deepcopy
 
@@ -690,3 +693,33 @@ def test_save_load_large_model(tmp_path):
 
     # clear file from os
     os.remove(tmp_path / "test_save.zip")
+
+
+def test_load_invalid_object(tmp_path):
+    # See GH Issue #1122 for an example
+    # of invalid object loading
+    path = str(tmp_path / "ppo_pendulum.zip")
+    PPO("MlpPolicy", "Pendulum-v1", learning_rate=lambda _: 1.0).save(path)
+
+    with zipfile.ZipFile(path, mode="r") as archive:
+        json_data = json.loads(archive.read("data").decode())
+
+    # Intentionally corrupt the data
+    serialization = json_data["learning_rate"][":serialized:"]
+    base64_object = base64.b64decode(serialization.encode())
+    new_bytes = base64_object.replace(b"CodeType", b"CodeTyps")
+    base64_encoded = base64.b64encode(new_bytes).decode()
+    json_data["learning_rate"][":serialized:"] = base64_encoded
+    serialized_data = json.dumps(json_data, indent=4)
+
+    with open(tmp_path / "data", "w") as f:
+        f.write(serialized_data)
+    # Replace with the corrupted file
+    # probably doesn't work on windows
+    os.system(f"cd {tmp_path}; zip ppo_pendulum.zip data")
+    with pytest.warns(UserWarning, match=r"custom_objects"):
+        PPO.load(path)
+    # Load with custom object, no warnings
+    with warnings.catch_warnings(record=True) as record:
+        PPO.load(path, custom_objects=dict(learning_rate=lambda _: 1.0))
+    assert len(record) == 0
diff --git a/tests/test_vec_normalize.py b/tests/test_vec_normalize.py
index 1fbf5b7..07c720f 100644
--- a/tests/test_vec_normalize.py
+++ b/tests/test_vec_normalize.py
@@ -1,5 +1,4 @@
 import operator
-import warnings
 
 import gym
 import numpy as np