 Barkley's parents were tenant farmers who grew tobacco, and his father was an elder in the local Presbyterian church.Barkley traced his father's ancestry to Scots-Irish Presbyterians in Rowan County, North Carolina.His father's ancestors descended from William and Mary ("née" McLelland) Stevenson from County Antrim, Ireland to Iredell County, North Carolina.