Substitute the oil with a like amount of unsweetened applesauce. Yes, applesauce!
Now, I would highly recommend that you first try it with a simple recipe (pick any one of the easy-to-make simple cakes) so that you get the hang of it. You may find that you wish to change the oil/applesauce ratio.