Sauveur was born in Leuven, Belgium. He studied at the Athénée Royal in Brussels, then the School of Mines, Liège and graduated at the Massachusetts Institute of Technology in 1889. He remained in the United States thereafter, becoming a Professor of Metallurgy in 1905.