Pusztai is a Hungarian surname. Notable people with the surname include:
Antal Pusztai (born 1978), Hungarian musician Árpád Pusztai (1930–2021), Hungarian protein scientist Oliver Pusztai (born 1981), Hungarian footballer Liza Pusztai (born 2001), Hungarian fencer