February in Cleveland is the windiest month of the year. In February, the weather in Cleveland is typically warm. Average daily high temperature in February is about 11 degrees above zero. On average, Cleveland has 11 sunny, 10 partly cloudy, 6 rainy, and 2 cloudy days in February. The rains are usually heavy. February as well as January and December is considered the most uncomfortable time to visit Cleveland.