Peace lilies have a reputation for being toxic to cats. If your feline friend takes a taste of this popular houseplant, it might experience some unpleasant reactions. The sap and leaves include insoluble calcium oxalates, which can lead to irritation and inflammation in your cat's mouth and throat.