Kanemitsu (written: 金光) is a Japanese surname. Notable people with the surname include:
Matsumi Kanemitsu (1922–1992), Japanese-American painter , Japanese businessman and politician Yaichihyōe Kanemitsu (1892–1966), Japanese judoka
See also Kanemitsu Bakery, a bakery of Hawaii, United States