In May, the weather in Rankin Inlet is typically freezing. Average daily high temperature in May is about 1 degree below zero. On average, Rankin Inlet has 18 cloudy, 7 partly cloudy, 3 snowy, and 3 sunny days in May. The snowfalls are usually light.