Sarnelli is a surname of Italian origin. Notable people with the surname include:
Januarius Maria Sarnelli, Jesuit and an early companion of S. Alphonsus Liguori Vincent Sarnelli (born 1962), French boxer Vincenzo Maria Sarnelli (1835–1898), Italian Catholic bishop