February in Salem is the cloudiest month of the year. In February, the weather in Salem is typically cold. Average daily high temperature in February is about 9 degrees above zero. On average, Salem has 21 rainy, 5 cloudy, and 3 sunny days in February. The rains are usually heavy. February as well as January, March, April, and November is considered the most uncomfortable time to visit Salem.