In May, the weather in Idaho Falls is typically warm. Average daily high temperature in May is about 16 degrees above zero. On average, Idaho Falls has 12 rainy, 9 sunny, 8 partly cloudy, and 2 cloudy days in May. The rains are usually moderate.