Rebello has trained at the Goa Medical College, Christian Medical College in Vellore and the Kasturba Medical College, Manipal, before he joined Massachusetts General Hospital, Boston, as a research fellow and on a staff position in 2008. His father, Francis M. Rebello was closely associated with a local Konkani newspaper in Goa, founded through public donations in the 1970s.