February in Salem is the sunniest month of the year. In February, the weather in Salem is typically hot. Average daily high temperature in February is about 32 degrees above zero. On average, Salem has 20 sunny, 6 partly cloudy, 2 rainy, and 1 cloudy day in February. The rains are usually light.