Spencer Tracy plays Father Matthew Doonan, a crusty and eccentric priest who recruits three reluctant convicts to help him rescue a children's leper colony from a Pacific island menaced by a smoldering volcano. Led by Frank Sinatra as Harry, the group embarks on a perilous journey, facing various challenges and moral dilemmas along the way.