In February, the weather in Santa Fe is typically cold. Average daily high temperature in February is about 4 degrees above zero. On average, Santa Fe has 16 sunny, 11 partly cloudy, and 2 rainy days in February. The rains are usually light. February as well as January, November, and December is considered the most uncomfortable time to visit Santa Fe.