May in Palm Harbor is the sunniest month of the year. In May, the weather in Palm Harbor is typically warm. Average daily high temperature in May is about 27 degrees above zero. On average, Palm Harbor has 23 sunny, 4 rainy, and 4 partly cloudy days in May. The rains are usually light.