In May, the weather in Capitol Reef National Park is typically warm. Average daily high temperature in May is about 14 degrees above zero. On average, Capitol Reef National Park has 15 partly cloudy, 9 sunny, 6 rainy, and 1 cloudy day in May. The rains are usually light.