Average Weather in May in Sedona Arizona, United States. In Sedona, the month of May is characterized by rapidly rising daily high temperatures, with daily highs increasing by 10°F, from 76°F to 85°F over the course of the month, and rarely exceeding 94°F or dropping below 64°F.