In February, the weather in Rhinelander is typically freezing. Average daily high temperature in February is about 3 degrees below zero. On average, Rhinelander has 9 partly cloudy, 8 cloudy, 6 snowy, and 6 sunny days in February. The snowfalls are usually light.