If the oil is still wet, you can sprinkle kitty litter or cornstarch over the affected area to soak it up. Let it sit for three days, then vacuum it. To clean dry oil stains, apply a concrete degreaser to the stain, let it sit for several minutes (or according to the manufacturer’s instructions), then rinse it with water. You can also use this method for tire marks.