He was born in Baltimore, Maryland to George W. Sleeper and Georgianna Sleeper (née Clarke), and was educated for the law. In his boyhood he was a schoolmate of Edwin Booth who was born in the same year as he, and with whom he engaged in amateur dramatic readings as members of the Baltimore Thespian Club.
