Most probably because of overwatering. It was presumably caused by an excessive amount of irrigation. The soil in which the Leopard Lily is grown should never get saturated. It ought to be damp, and then a little bit of drying off ought to occur before the subsequent watering. To give it a second chance at life, you should take it from its pot and use paper towels to soak up any extra water.