Can you back out of a car deal after the papers are signed but you have NOT taken the car off the lot because they haven't given you the trim package that you paid for?

It would seem reasonable that, yes, you could back out of this deal now. The dealership is going to throw a tantrum but don't let them intimidate you. Stick to your guns and you'll be just fine.