May in Rangely is the rainiest month of the year. In May, the weather in Rangely is typically warm. Average daily high temperature in May is about 18 degrees above zero. On average, Rangely has 12 partly cloudy, 10 sunny, 8 rainy, and 1 cloudy day in May. The rains are usually light.