Kelly was born on May 1, 1876 in Chicago, Illinois. He was married to Mary Edmond Roche from 1910 until her death in 1918. They had one child. Then he was married to Margaret Ellen Kirk from 1922 until his death in 1950. They had three children. Kelly died on October 20, 1950 in Chicago, Illinois from heart failure, aged 74.