Nelson was born in New Jersey in 1925, and raised in Holliston, Massachusetts, the daughter of fundamentalist Christian parents Arnold and Merlyn White who once belonged to the Shiloh Colony in Maine. She attended Moody Bible Institute and Providence Bible Institute where she met her future husband, the author and academic Rudy Nelson, in the 1940s. The couple married in 1951.
