February in Palm Springs is the rainiest month of the year. In February, the weather in Palm Springs is typically warm. Average daily high temperature in February is about 13 degrees above zero. On average, Palm Springs has 14 sunny, 7 rainy, 6 partly cloudy, 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 Palm Springs.