Mount Joy, OhioMount Joy is an unincorporated community in Scioto County, in the U.S. state of Ohio.HistoryA post office called Mount Joy was established in 1871, and remained in operation until 1918. The community was named for Thomas Mt. Joy, a land agent.Notable personWayne Blackburn, a baseball coach and team manager, was born at Mount Joy in 1914.