Negishi began dating Sumire Suzuki in his freshman year and they announced their engagement to their parents in March 1958. They had met at a choir of which they were both members at in university. They married the next year and together they had two daughters.
Negishi loved playing the piano and conducting. During the "Pacifichem" 2015 conference's closing ceremony, he conducted an orchestra.