Harvey and Nannie Guinn Belote owned most of the land where Burke was established. These were two of Burke's first residents. It is possible that one of the first, if not the first, pastor of Burke Methodist was David M. Stovall, a Methodist minister who lived at Burke from about 1886-1912, and who served as Burke's postmaster in 1886 when it was still known as Rhodes.