Sherburne, KentuckySherburne is an unincorporated community in Fleming County, Kentucky, in the United States.HistorySherburne was incorporated in 1847. The post office opened in 1815 under the name Sherburne Mills and was renamed Sherburne in 1879. The Sherburne post office was discontinued in 1958.