February in Huntsville is the cloudiest month of the year. In February, the weather in Huntsville is typically freezing. Average daily high temperature in February is about 6 degrees below zero. On average, Huntsville has 19 snowy, 9 cloudy, and 1 sunny day in February. The snowfalls are usually moderate.