normally in the offer to purchase 'form' the agent will add a condition which earnest deposit can be returned to purchaser in the event of loan rejection. check it out.

if not mentioned, then you need to find other banks which can offer higher loan amount.

anyhow you still can talk to the agent and owner to get back your deposit.