In January, the weather in Mount Vernon is typically cold. Average daily high temperature in January is about 6 degrees above zero. On average, Mount Vernon has 22 rainy, 5 sunny, and 4 cloudy 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 Mount Vernon.