In December, the weather in Madison is typically cold. Average daily high temperature in December is about 5 degrees above zero. On average, Madison has 10 partly cloudy, 8 cloudy, 7 rainy, and 6 sunny days in December. The rains are usually heavy. December as well as January, February, March, and May is considered the most uncomfortable time to visit Madison.