 On May 5, 1961, Pope John XXIII appointed O'Keefe Titular Bishop of "Candyba" and Auxiliary Bishop of St. Paul.He was consecrated by Archbishop William O. Brady on July 2, 1961, in the Cathedral of St. Paul.Bishops James Byrne of Boise and Hillary Hacker of Bismarck were the principal co-consecrators.