Peace lilies can be susceptible to several diseases, including root rot, bacterial blight, and leaf spot. Root rot is caused by overwatering or poorly draining soil and tends to be fatal. Bacterial blight can cause the leaves to yellow quickly and leaf spot is a fungus that appears as spots on the leaves.