Acuff is a surname. Notable people with the surname include:

Amy Acuff (born 1975), American athlete Darius Acuff Jr. (born 2006), American basketball player Eddie Acuff (1903–1956), American actor Roy Acuff (1903–1992), American musician Ruth Acuff, American singer-songwriter