Signs that your cream cheese has gone bad include changes in appearance and color, such as yellowing, mold specks, a slimy texture, or dryness. Another red flag is if you see dried-out areas of cheese around larger pools of liquid, or if you pick up "off" odors that smell overly sour, pungent, or moldy.