Leopold was born at Dessau as the eldest son of the later Leopold II, Prince of Anhalt-Dessau, by his wife Gisela Agnes, daughter of Leopold, Prince of Anhalt-Köthen.
Following in the footsteps of his grandfather and father, Leopold joined the Prussian army.