Pleasant Grove, TennesseePleasant Grove is an unincorporated community in Maury County, in the U.S. state of Tennessee.HistoryA post office called Pleasant Grove was established in 1827, and remained in operation until 1860. A variant name was "Pleasant Grove Depot". Besides the train depot, Pleasant Grove contained several commercial buildings including a gristmill.