Can you exchange the new care you just purchased for another new car at the same dealership?

Depends. If you just bought it and haven't put many miles on it, perhaps. It depends on how far they are willing to go to accommodate their customer and if they've alraedy filed the paperwork for the registration. Call them and see... can't hurt to ask.