Sharpless married Jan Dueser in 1965 and they have three children. He was blinded in one eye during a lab accident in 1970 where an NMR tube exploded, shortly after he arrived at MIT as an assistant professor. After this accident, Sharpless stresses "theres simply never an adequate excuse for not wearing safety glasses in the laboratory at all times'."