The opposing attorney will not release the escrow money

unless there is a judgment or the seller agrees. Otherwise he would be personally liable for the difference. You only option will be going to the court. However, you may go to small claim court to save yourself the attorney's fee. If it is a clear cut case as you described (everything is in the contract), you do not have to worry too much.