Rinehart, MissouriRinehart is an unincorporated community in Vernon County, in the U.S. state of Missouri.HistoryA post office called Rinehart was established in 1882, and remained in operation until 1936. The community has the name of Johiel H. Rinehart, a pioneer citizen.