May in Asheville is the rainiest month of the year. In May, the weather in Asheville is typically warm. Average daily high temperature in May is about 20 degrees above zero. On average, Asheville has 17 rainy, 8 sunny, 5 partly cloudy, and 1 cloudy day in May. The rains are usually heavy.