Contract Law: dealer leased me a car weeks ago, mistakenly gave a lower int. rt. They want me to pay more now.

If it was their mistake, they will have to eat that money. However, both parties have 45 days from the date of purchase to rescind on the agreement, but what that all entails depends on your state.