diff --git a/mlflow/utils/databricks_utils.py b/mlflow/utils/databricks_utils.py
index f9701dca1d0b5..4e5e609028329 100644
--- a/mlflow/utils/databricks_utils.py
+++ b/mlflow/utils/databricks_utils.py
@@ -31,7 +31,8 @@ def wrapper(*args, **kwargs):
                 if context is not None and hasattr(context, name):
                     return getattr(context, name)
             except Exception:
-                return f(*args, **kwargs)
+                pass
+            return f(*args, **kwargs)
 
         return wrapper
 
diff --git a/tests/utils/test_databricks_utils.py b/tests/utils/test_databricks_utils.py
index 066e1ccc398ac..a3a6449a516f0 100644
--- a/tests/utils/test_databricks_utils.py
+++ b/tests/utils/test_databricks_utils.py
@@ -258,6 +258,18 @@ def mock_import(name, *args, **kwargs):
 
 
 def test_use_repl_context_if_available(tmpdir):
+    # Simulate a case where `dbruntime.databricks_repl_context.get_context` is unavailable.
+    with pytest.raises(ModuleNotFoundError, match="No module named 'dbruntime'"):
+        from dbruntime.databricks_repl_context import get_context  # pylint: disable=unused-import
+
+    command_context_mock = mock.MagicMock()
+    command_context_mock.jobId().get.return_value = "job_id"
+    with mock.patch(
+        "mlflow.utils.databricks_utils._get_command_context", return_value=command_context_mock
+    ) as mock_get_command_context:
+        assert databricks_utils.get_job_id() == "job_id"
+        mock_get_command_context.assert_called_once()
+
     # Create a fake databricks_repl_context module
     tmpdir.mkdir("dbruntime").join("databricks_repl_context.py").write(
         """
@@ -267,6 +279,16 @@ def get_context():
     )
     sys.path.append(tmpdir.strpath)
 
+    # Simulate a case where the REPL context object is not initialized.
+    with mock.patch(
+        "dbruntime.databricks_repl_context.get_context",
+        return_value=None,
+    ) as mock_get_context, mock.patch(
+        "mlflow.utils.databricks_utils._get_command_context", return_value=command_context_mock
+    ) as mock_get_command_context:
+        assert databricks_utils.get_job_id() == "job_id"
+        mock_get_command_context.assert_called_once()
+
     with mock.patch(
         "dbruntime.databricks_repl_context.get_context",
         return_value=mock.MagicMock(jobId="job_id"),