Olesk is an Estonian surname. Notable people with the surname include:

Gert Olesk (born 1973), football player Lui Olesk (1876–1932), politician and lawyer Olev Olesk (1921–2017), exile politician

Sirje Olesk (born 1954), literary scholar and critic