February in Winston Salem is the windiest month of the year. In February, the weather in Winston Salem is typically cold. Average daily high temperature in February is about 9 degrees above zero. On average, Winston Salem has 13 partly cloudy, 10 sunny, 5 rainy, and 1 cloudy day in February. The rains are usually light. February as well as January, March, and December is considered the most uncomfortable time to visit Winston Salem.