 Crump was born in Powhatan County, Virginia.Crump attended then Washington College (now Washington and Lee University) from sometime around 1800 to 1804.According to legend, in August of his senior year, Crump was arrested by the authorities of Lexington, Virginia for running naked through the town, the United States' first recorded incident of streaking.