February in Rhinelander is the cloudiest month of the year. In February, the weather in Rhinelander is typically freezing. Average daily high temperature in February is about 7 degrees below zero. On average, Rhinelander has 19 cloudy and 10 snowy days in February. The snowfalls are usually light.