If there remain any surplus of the proceeds of the sale, after making all the payments before mentioned, it shall be forthwith paid over to the owner of the property, but such surplus, before it is so paid over, shall be liable to be attached or taken on execution in like manner as if it proceeded from a sale made by the officer on an execution.