The oil is for moisture. A delicious and healthy substitute is applesauce. Use same amount of applesauce as you would oil and your cake will even be more moist with less fat and calories.
@ladytmerie: fine, unless you are making a chocolate cake. Then applesauce makes it oh, so gross. Besides. If I want cake, I don’t really care about calories. A little goes a long way.