On May 8, 1881, McMullen was appointed the first bishop of the newly created Diocese of Davenport. He was consecrated bishop by Archbishop Feehan on July 25, 1881, in Holy Name Cathedral. The principal co-consecrators were Bishops John Hennessy and John Spalding.
