In Charlottenburg on 25 July 1767 Leopold married his cousin Louise Henriette Wilhelmine (b. Różanki, Brandenburg, 24 September 1750 – d. Dessau, 21 December 1811), daughter of Frederick Henry, Margrave of Brandenburg-Schwedt, by his wife Leopoldine Marie of Anhalt-Dessau, a sister of his father.