Brunelle is a French surname. Notable people with the surname include:

Hervé-Edgar Brunelle (1891–1950), Canadian politician and lawyer Honoré Brunelle Tourigny (1857–1918), surveyor, engineer and political figure in Quebec Liina Brunelle (born 1978), French-Russian actress Lucas Brunelle, videographer for bicycle events and a bicycle advocate Paul Brunelle (1923–1994), singer-songwriter and country guitarist of western Quebec Paule Brunelle (born 1953), Canadian politician Philip Brunelle, American conductor, choral scholar and organist René Brunelle (1920–2010), Ontario political figure

See also Brunelles, a commune in the Eure-et-Loir department in northern France