Yep baby oil is a by-product of petroleum, and can actually pull moisture out of their skin. I don't know why they are allowed to sell it.
Olive oil is the way to go, but you only really need it if the skin is dry (overdue bubs can get a little cooked!), very good for cradle cap too.