diff --git a/docs/misc/changelog.rst b/docs/misc/changelog.rst
index 31ff99d09..37a035478 100644
--- a/docs/misc/changelog.rst
+++ b/docs/misc/changelog.rst
@@ -3,9 +3,16 @@
 Changelog
 ==========
 
-Release 2.4.0a6 (WIP)
+Release 2.4.0a7 (WIP)
 --------------------------
 
+.. note::
+
+  DQN (and QR-DQN) models saved with SB3 < 2.4.0 will show a warning about
+  truncation of optimizer state when loaded with SB3 >= 2.4.0.
+  To suppress the warning, simply save the model again.
+  You can find more info in `PR #1963 <https://github.com/DLR-RM/stable-baselines3/pull/1963>`_
+
 Breaking Changes:
 ^^^^^^^^^^^^^^^^^
 
@@ -28,9 +35,11 @@ Bug Fixes:
 
 `RL Zoo`_
 ^^^^^^^^^
+- Updated defaults hyperparameters for TQC/SAC for Swimmer-v4 (decrease gamma for more consistent results)
 
 `SBX`_ (SB3 + Jax)
 ^^^^^^^^^^^^^^^^^^
+- Added CNN support for DQN
 
 Deprecations:
 ^^^^^^^^^^^^^
diff --git a/stable_baselines3/common/base_class.py b/stable_baselines3/common/base_class.py
index b2c967405..e43955f94 100644
--- a/stable_baselines3/common/base_class.py
+++ b/stable_baselines3/common/base_class.py
@@ -742,13 +742,13 @@ def load(  # noqa: C901
             # put state_dicts back in place
             model.set_parameters(params, exact_match=True, device=device)
         except RuntimeError as e:
-            # Patch to load Policy saved using SB3 < 1.7.0
+            # Patch to load policies saved using SB3 < 1.7.0
             # the error is probably due to old policy being loaded
             # See https://github.com/DLR-RM/stable-baselines3/issues/1233
             if "pi_features_extractor" in str(e) and "Missing key(s) in state_dict" in str(e):
                 model.set_parameters(params, exact_match=False, device=device)
                 warnings.warn(
-                    "You are probably loading a model saved with SB3 < 1.7.0, "
+                    "You are probably loading a A2C/PPO model saved with SB3 < 1.7.0, "
                     "we deactivated exact_match so you can save the model "
                     "again to avoid issues in the future "
                     "(see https://github.com/DLR-RM/stable-baselines3/issues/1233 for more info). "
@@ -757,6 +757,29 @@ def load(  # noqa: C901
                 )
             else:
                 raise e
+        except ValueError as e:
+            # Patch to load DQN policies saved using SB3 < 2.4.0
+            # The target network params are no longer in the optimizer
+            # See https://github.com/DLR-RM/stable-baselines3/pull/1963
+            saved_optim_params = params["policy.optimizer"]["param_groups"][0]["params"]  # type: ignore[index]
+            n_params_saved = len(saved_optim_params)
+            n_params = len(model.policy.optimizer.param_groups[0]["params"])
+            if n_params_saved == 2 * n_params:
+                # Truncate to include only online network params
+                params["policy.optimizer"]["param_groups"][0]["params"] = saved_optim_params[:n_params]  # type: ignore[index]
+
+                model.set_parameters(params, exact_match=True, device=device)
+                warnings.warn(
+                    "You are probably loading a DQN model saved with SB3 < 2.4.0, "
+                    "we truncated the optimizer state so you can save the model "
+                    "again to avoid issues in the future "
+                    "(see https://github.com/DLR-RM/stable-baselines3/pull/1963 for more info). "
+                    f"Original error: {e} \n"
+                    "Note: the model should still work fine, this only a warning."
+                )
+            else:
+                raise e
+
         # put other pytorch variables back in place
         if pytorch_variables is not None:
             for name in pytorch_variables:
diff --git a/stable_baselines3/version.txt b/stable_baselines3/version.txt
index 464a5c4dc..f5230e413 100644
--- a/stable_baselines3/version.txt
+++ b/stable_baselines3/version.txt
@@ -1 +1 @@
-2.4.0a6
+2.4.0a7
diff --git a/tests/test_save_load.py b/tests/test_save_load.py
index 5dc6ca7bf..962088246 100644
--- a/tests/test_save_load.py
+++ b/tests/test_save_load.py
@@ -340,7 +340,7 @@ def test_save_load_env_cnn(tmp_path, model_class):
     # clear file from os
     os.remove(tmp_path / "test_save.zip")
 
-    # Check we can load models saved with SB3 < 1.7.0
+    # Check we can load A2C/PPO models saved with SB3 < 1.7.0
     if model_class == A2C:
         del model.policy.pi_features_extractor
         model.save(tmp_path / "test_save")
@@ -809,3 +809,15 @@ def test_save_load_net_arch_none(tmp_path):
     # None has been replaced by the default net arch
     assert model.policy.net_arch is not None
     os.remove(tmp_path / "ppo.zip")
+
+
+def test_save_load_no_target_params(tmp_path):
+    # Check we can load DQN models saved with SB3 < 2.4.0
+    model = DQN("MlpPolicy", "CartPole-v1", buffer_size=10000, learning_starts=4)
+    env = model.get_env()
+    # Include target net params
+    model.policy.optimizer = th.optim.Adam(model.policy.parameters(), lr=0.001)
+    model.save(tmp_path / "test_save")
+    with pytest.warns(UserWarning):
+        DQN.load(str(tmp_path / "test_save.zip"), env=env).learn(20)
+    os.remove(tmp_path / "test_save.zip")