 While pastor in Lapeer, Michigan in 1905, he founded the Catholic Church Extension Society of the United States with the help of James Edward Quigley, Archbishop of Chicago.Kelley was elected its first president.The Extension Society continues to promote the mission of the Catholic Church in rural and mission areas of the United States.