A face that is ugly due (at least in part) to the use of plasic surgery. Whether in an attempt to correct flaws or just to improve a decent face, sometimes the use of surgery causes recipient to have a Margarine face.
Person 1: Did you see what Kathy Griffin did to herself?
Person 2: I sure did. Before, she wasn't perfect or nothing, but now she's got a Margarine face.