While gorgeous and loved as houseplants, peace lilies can pose a serious danger to your feline friends. The leaves and tubers of these plants contain toxic compounds, which can cause irritation in cats if eaten. Symptoms may include drooling, difficulty eating, and soreness of the mouth and tongue.