In February, the weather in Bellingham is typically cold. Average daily high temperature in February is about 9 degrees above zero. On average, Bellingham has 15 rainy, 6 partly cloudy, 4 sunny, and 4 cloudy days in February. The rains are usually heavy. February as well as January, March, April, and October is considered the most uncomfortable time to visit Bellingham.