Roche was born and raised in Boston, Massachusetts, the son of Mary M. (née Finnegan) and Robert F. Roche, who was at the time serving in the U.S. Navy [REF].
He married Marjory Perkins in 1953; the couple had nine children, including actor Eamonn Roche and Emmy Award-winning writer/producer Sean Roche.