Cuisenaire graduated from the Royal Conservatory of Music at Mons, where he was awarded first prize for violin. He was a primary school teacher at the Ville-Haute school in Thuin from 26 April 1912. In 1948 he became the founder and principal of the Industrial School of Thuin.