In January, the weather in Bellingham is typically cold. Average daily high temperature in January is about 7 degrees above zero. On average, Bellingham has 17 rainy, 5 cloudy, 5 partly cloudy, and 4 sunny days in January. The rains are usually heavy. January as well as February, March, April, and October is considered the most uncomfortable time to visit Bellingham.