Unfortunately, it doesn't matter if the seller is being stupid or unreasonable: if you signed a contract requiring a conventional loan, you are bound to the agreement you entered into unless the seller voluntarily chooses to accept different payment. If you breach the mortgage terms of your contract, he can refuse to sell and can keep the deposit for your breach.