West Chapel Cemetery, Leesburg, Camp County, Texas, USA: Find a Grave Leesburg Texas is on the Louisiana and Arkansas Railway and State Highway 11, seven miles west of Pittsburg in western Camp County. It was named for the John Lee family, early settlers in the area. In 1874 Leesburg was one of three towns proposed to be the county seat of Camp County; it finished second to Pittsburg. That ...