Bose was born in the village of Munshiganj of Bengal Presidency. The area now falls under Bangladesh. He studied from a vernacular medium school, and went onto pursue higher education at St Xavier's' College, Calcutta. During his graduation days, he came in contact with Jesuit Father Eugene Lafont, who is credited for sparking his interest in natural sciences.