In November, the weather in Huntsville is typically cold. Average daily high temperature in November is about 4 degrees above zero. On average, Huntsville has 18 rainy, 4 sunny, 3 cloudy, 3 partly cloudy, and 2 snowy days in November. The rains are usually heavy. November as well as April and October is considered the most uncomfortable time to visit Huntsville.