Girelli is an Italian surname. Notable people with the surname include:

Coyle Girelli, English musician Cristiana Girelli (born 1990), Italian footballer Leopoldo Girelli (born 1953), Italian archbishop, Vatican diplomat Sebastiano Girelli (born 1984), Italian footballer