Brünnich is a surname. Notable people with the surname include:
Morten Thrane Brünnich (1737–1827), Danish zoologist and mineralogist Johannes Christian Brunnich (1861–1933), Australian agricultural chemist
See also Andreas Brünniche (1704–1769), Danish portrait painter