Average Weather in March in Philadelphia Pennsylvania, United States. In Philadelphia, the month of March is characterized by rapidly rising daily high temperatures, with daily highs increasing by 10°F, from 48°F to 58°F over the course of the month, and rarely exceeding 71°F or dropping below 35°F.