February in Baltimore is the windiest and the cloudiest month of the year. In February, the weather in Baltimore is typically cold. Average daily high temperature in February is about 5 degrees above zero. On average, Baltimore has 11 partly cloudy, 7 rainy, 7 sunny, and 4 cloudy days in February. The rains are usually heavy. February as well as January, March, and December is considered the most uncomfortable time to visit Baltimore.