May in Watertown is the rainiest month of the year. In May, the weather in Watertown is typically warm. Average daily high temperature in May is about 17 degrees above zero. On average, Watertown has 12 rainy, 9 sunny, 7 partly cloudy, and 3 cloudy days in May. The rains are usually heavy.