February in Baltimore is the windiest month of the year. In February, the weather in Baltimore is typically cold. Average daily high temperature in February is about 7 degrees above zero. On average, Baltimore has 10 sunny, 7 partly cloudy, 6 rainy, 5 cloudy, and 1 snowy day in February. The rains are usually heavy. February as well as January, March, July, and December is considered the most uncomfortable time to visit Baltimore.