Yes, you can. But, you must be careful not to damage your grill! Have your gloves on and spray the grates with enough oven cleaner and wait for about half an hour for the built-up grime to soften and continue to clean normally. However, ensure the exterior does not get in contact with the oven cleaner the reason being that it may destroy the enamel finish.