In November, the weather in Durham is typically cold. Average daily high temperature in November is about 8 degrees above zero. On average, Durham has 17 rainy, 9 cloudy, 3 sunny, and 1 partly cloudy day in November. The rains are usually moderate. November as well as January, February, May, and June is considered the most uncomfortable time to visit Durham.