Mount Olive, MissouriMount Olive is an unincorporated community in Johnson County, in the U.S. state of Missouri.HistoryA variant name was "Priest". Priest was the name of F.T. Priest, an early settler. A post office called Priest was established in 1899, and remained in operation until 1902.