In March, the weather in Atherton is typically warm. Average daily high temperature in March is about 23 degrees above zero. On average, Atherton has 29 rainy and 2 sunny days in March. The rains are usually heavy. March as well as January, February, and December is considered the most uncomfortable time to visit Atherton.