In May, the weather in Rankin Inlet is typically freezing. Average daily high temperature in May is about 2 degrees below zero. On average, Rankin Inlet has 25 cloudy, 3 partly cloudy, 2 rainy, and 1 sunny day in May. The rains are usually light.