Molander was born in Helsinki. He was the son of the director and writer John Harald Molander, Sr. (1858–1900) and actress Lydia Molander
(1851–1929). His brother was the filmmaker Gustaf Molander (1888–1973). He was the uncle of the actor Jan Molander (1920–2009).[2][3]