January in Atherton is the rainiest month of the year. In January, the weather in Atherton is typically warm. Average daily high temperature in January is about 25 degrees above zero. On average, Atherton has 29 rainy and 2 sunny days in January. The rains are usually heavy. January as well as February, March, and December is considered the most uncomfortable time to visit Atherton.