For the alpha release, deposits are timelocked for 30 days after submission.
This, like a centralized bank escrow on existing platforms like Upwork, is to reduce the contributor's counterparty risk to inability to pay. The money is in escrow before you begin coding!
After the timelock , you can go do the Bounty Details page like above, and click "Refund" on the deposit you would like refunded.