Yes, you can easily remove stubborn stains from concrete with an oven cleaner. You need to spray the oven cleaner on hard grease, oil, and transmission fluid stains. Then wait for at least 5-10 minutes and scrub it with a brush. Finally, rinse it off with water. Remember one thing, if the stains are severe, you might need to perform the whole procedure again.