diff --git a/.gitignore b/.gitignore
index c0ee968064..b5e002235e 100644
--- a/.gitignore
+++ b/.gitignore
@@ -203,6 +203,7 @@ checkpoints/
 # Cache directories
 cache/
 !vllm_omni/diffusion/cache/
+!tests/diffusion/cache/
 .cache/
 diffusion_cache/
 kv_cache/
diff --git a/tests/diffusion/cache/test_cache_dit.py b/tests/diffusion/cache/test_cache_dit.py
new file mode 100644
index 0000000000..0b7ef72358
--- /dev/null
+++ b/tests/diffusion/cache/test_cache_dit.py
@@ -0,0 +1,40 @@
+# SPDX-License-Identifier: Apache-2.0
+# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
+
+"""
+Model specific tests for CacheDiT enablement.
+"""
+
+from unittest.mock import Mock, patch
+
+import pytest
+
+import vllm_omni.diffusion.cache.cache_dit_backend as cd_backend
+from vllm_omni.diffusion.data import DiffusionCacheConfig
+
+pytestmark = [pytest.mark.core_model, pytest.mark.cpu]
+
+SEPARATE_CFG_ENABLERS = [
+    cd_backend.enable_cache_for_ltx2,
+    cd_backend.enable_cache_for_wan22,
+    cd_backend.enable_cache_for_longcat_image,
+]
+
+SAMPLE_CACHE_CONFIG = DiffusionCacheConfig()
+
+
+@pytest.mark.parametrize("enabler", SEPARATE_CFG_ENABLERS)
+@patch("vllm_omni.diffusion.cache.cache_dit_backend.BlockAdapter")
+@patch("vllm_omni.diffusion.cache.cache_dit_backend.cache_dit")
+def test_separate_cfg(mock_cache_dit, mock_block_adapter, enabler):
+    """Ensure that custom enablers for models with separate CFG pass
+    the param through to cache_dit correctly.
+
+    Regression test for: https://github.com/vllm-project/vllm-omni/pull/2860
+    """
+    mock_pipeline = Mock()
+    enabler(mock_pipeline, SAMPLE_CACHE_CONFIG)
+
+    mock_cache_dit.enable_cache.assert_called_once()
+    adapter_kwargs = mock_block_adapter.call_args.kwargs
+    assert adapter_kwargs["has_separate_cfg"] is True
diff --git a/vllm_omni/diffusion/cache/cache_dit_backend.py b/vllm_omni/diffusion/cache/cache_dit_backend.py
index e9f79da4f3..3daf883e0d 100644
--- a/vllm_omni/diffusion/cache/cache_dit_backend.py
+++ b/vllm_omni/diffusion/cache/cache_dit_backend.py
@@ -281,6 +281,7 @@ def enable_cache_for_longcat_image(pipeline: Any, cache_config: Any) -> Callable
                 ],
                 forward_pattern=[ForwardPattern.Pattern_1, ForwardPattern.Pattern_1],
                 params_modifiers=[modifier],
+                has_separate_cfg=True,
             )
         ),
         cache_config=db_cache_config,
@@ -632,6 +633,7 @@ def enable_cache_for_ltx2(pipeline: Any, cache_config: Any) -> Callable[[int], N
             forward_pattern=ForwardPattern.Pattern_0,
             # Treat audio_hidden_states as encoder_hidden_states in Pattern_0
             check_forward_pattern=False,
+            has_separate_cfg=True,
         ),
         cache_config=db_cache_config,
         calibrator_config=calibrator_config,