Harlem Springs is an unincorporated community in central Lee Township, Carroll County, Ohio, United States. Although it is unincorporated, it has a post office, with the ZIP code of 44631. It lies along State Route 43. The community is part of the Canton–Massillon Metropolitan Statistical Area.