After the death of his father in 1653, Lebrecht inherited Plötzkau jointly with his older brother Ernest Gottlieb and his younger brother Emmanuel. With their principality, they also received the regency over Anhalt-Köthen on behalf of the infant Prince William Louis. While Lebrecht and Emmanuel held the regency, Ernest Gottlieb served as sole ruler over Plötzkau, but only for seven months until his death, unmarried and childless.
Lebrecht continued as regent over Köthen until 1659, when William Louis was proclaimed of age and began to govern his principality. Lebrecht then returned to Plötzkau, where he ruled jointly with Emmanuel.
The death of William Louis in 1665 without heirs changed the distribution of the existing Anhalt principalities: Lebrecht and his brother received Anhalt-Köthen, and Plötzkau was returned to Anhalt-Bernburg, from which it was originally extracted.