In February, the weather in Morganton is typically warm. Average daily high temperature in February is about 12 degrees above zero. On average, Morganton has 11 sunny, 8 rainy, 6 partly cloudy, and 4 cloudy days in February. The rains are usually heavy. February as well as January, March, July, and August is considered the most uncomfortable time to visit Morganton.