In January, the weather in Bellingham is typically cold. Average daily high temperature in January is about 6 degrees above zero. On average, Bellingham has 21 rainy, 6 cloudy, and 4 sunny days in January. The rains are usually heavy. January as well as February, March, April, and May is considered the most uncomfortable time to visit Bellingham.