In May, the weather in Rhinelander is typically warm. Average daily high temperature in May is about 15 degrees above zero. On average, Rhinelander has 14 rainy, 7 sunny, 7 partly cloudy, and 3 cloudy days in May. The rains are usually moderate. May as well as January, March, April, and October is considered the most uncomfortable time to visit Rhinelander.