Duisberg was born in Barmen, Germany. From 1879 to 1882, he studied at the Georg August University of Göttingen and Friedrich Schiller University of Jena, receiving his doctorate. After military service in Munich, which he combined with research in the laboratory of Adolf von Baeyer, he was hired in 1883 at the Farbenwerke (dye company) of Friedr.