The white stuff on pepperoni may be solidified salt/fats. But, some pepperoni may also have powdery white mold. If you see those white spots, don't panic! This is good mold that's edible and meant to protect the meat from harmful bacteria. However, if you notice dark or greenish patches of mold on your pepperoni, it's not safe to eat.