Collaer was born in a musical family. His parents, teachers and music lovers, raised him in Mechelen where he studied piano and harmony at the local music school (later renamed a conservatory). He also studied chemistry, receiving a doctorate from the Université Libre de Bruxelles (1909-1914).
