Average Weather in March in Cleveland Ohio, United States. In Cleveland, the month of March is characterized by rapidly rising daily high temperatures, with daily highs increasing by 10°F, from 41°F to 51°F over the course of the month, and rarely exceeding 70°F or dropping below 27°F.