Willow scab is a fungal disease that causes dark spots on the leaves of willow trees. These spots can be brown or black and can cause the leaves to wilt, shrivel up, and die. In severe cases, the fungus can spread to the stem tissue at the bases of leave petioles, where it forms olive brown, velvety, spore masses.