Can someone Help me with buying a new car?

Ok so I went to the car dealership and already signed the contract to buy the new car, but is still havent picked up the car yet. I was told that I had a very bad deal for the car and would like to go back to the dealer to cancel my contract since I did not picked up the car yet, am I going to be able to cancel the contract and get back my deposit I already made?