Average daily high temperature in February is about 10 degrees above zero. On average, Chapel Hill has 12 partly cloudy, 11 sunny, 5 rainy, and 1 cloudy day in February. The rains are usually moderate. February as well as January, March, and December is considered the most uncomfortable time to visit Chapel Hill.