Monroe Salisbury was born Orange Salisbury Cash, the son of David Cash and Ellen Louise Salisbury Cash, and grandson of Aaron Cash and Ann Roat Cash of Evans, Erie County, New York. He grew up with two sisters, Adelaide Mary Cash and Anna Louise Cash.