If I decide I don't want a foreclosed property after I bought it at auction, can I get my deposit back?

Generally, no. Most contracts state that the buyer is tendering a non-refundable deposit and if the buyer doesn’t go to settlement the property will be re-sold at the buyer’s risk and expense.