Saxon was born enslaved in Columbia in 1857. In 1887, she was one of eight African American women to graduate from the South Carolina State Normal School for teachers on the campus of the University of South Carolina during Reconstruction. She entered the classroom later that year and taught for 55 of the next 57 years, influencing generations of black Columbians.