Riley was born in Escanaba, Michigan in 1885. His father, Nicholas J. Riley (1855–1900), was born in Ireland, and his mother, Anna (McNamara) Riley (1859–1929), was a Wisconsin native. At the time of the 1900 United States Census, Riley was living with his mother and two brothers (John and William) in Escanaba.