Selfridge was born in Ripon, Wisconsin. Selfridge was raised in Jackson, Michigan. Selfridge's parents were Robert Oliver Selfridge and his wife Lois. They had three sons. His father fought in the American Civil War. He was a major in the Union Army. After he was discharged, he did not come back to the family.