In December, the weather in Madison is typically freezing. Average daily high temperature in December is about 2 degrees below zero. On average, Madison has 16 cloudy, 9 snowy, 3 sunny, 2 partly cloudy, and 1 rainy day in December. The snowfalls are usually moderate.