Prince Leopold was Oberhofmeister and succeeded his grandfather in 1807 under the regency of his mother. He married Countess Marie-Josephine Fugger-Babenhausen in 1821 and had three children. His younger brother Count Maximilian, a Knight of the Order of St John of Jerusalem, was a Rittmeister of Wrttemberg.