In January, the weather in Salem is typically cold. Average daily high temperature in January is about 7 degrees above zero. On average, Salem has 18 rainy, 5 sunny, 5 cloudy, and 3 partly cloudy days in January. The rains are usually heavy. January as well as February, March, April, and November is considered the most uncomfortable time to visit Salem.