Pennanen is a Finnish surname. Notable people with the surname include:
Pekka Pennanen (1872–1960), Finnish politician Martti Pennanen (1923–2010), Finnish film and stage actor Petteri Pennanen (born 1990), Finnish football player Eetu Pennanen (born 1992), Finnish volleyball player