While many find lilies to smell like clove, others may find the scent closer to cat urine. Lilies contain butyric acid, responsible for the foul smell, especially if you keep the plant for too long at room temperature. Additionally, if you are sensitive to odor, you may find the scent of lilies overpowering, thus resembling cat pee.