In February, the weather in Dunfermline is typically cold. Average daily high temperature in February is about 5 degrees above zero. On average, Dunfermline has 13 rainy, 9 cloudy, 4 sunny, and 3 partly cloudy days in February. The rains are usually moderate. February as well as January, April, May, and June is considered the most uncomfortable time to visit Dunfermline.