February in Madison is the snowiest month of the year. In February, the weather in Madison is typically freezing. Average daily high temperature in February is about 4 degrees below zero. On average, Madison has 15 cloudy, 11 snowy, and 3 sunny days in February. The snowfalls are usually moderate.