Moreau was born in Paris in 1834, the youngest son of sculptor and painter Jean-Baptiste Moreau. He studied with his father and also under Augustin Drumont and Jean Thomas. In 1861, Auguste made his debut at the Salon where he would exhibit regularly until 1913.