 Calderwood was born in Kilmarnock, East Ayrshire, Scotland, and went to work in the local coal mines at the age of nine while attending public night school.After emigrating to the United States at age 17, he attended Mckeesport School of Mines in McKeesport, Pennsylvania, graduating in 1876.After graduation, Calderwood settled in Colorado.