In December, the weather in Madison is typically freezing. Average daily high temperature in December is about zero. On average, Madison has 9 cloudy, 8 sunny, 8 partly cloudy, 4 snowy, and 2 rainy days in December. The snowfalls are usually moderate. December as well as February, March, April, and May is considered the most uncomfortable time to visit Madison.