Then in this case, you lose your deposit and they sell it to someone else for the same markup you declined.
Edit: Actually it looks like the Ford deposit was $100 and refundable. This must be a separate dealer deposit. I am not sure if it comes before or after price agreement. Dealers are sketchy as hell so could be either.