Iinuma (written: 飯沼) is a Japanese surname. Notable people with the surname include:

, Japanese actress , Japanese aviator , Japanese samurai , Japanese botanist and physician

See also Iinuma Station, a railway station in Nakatsugawa, Gifu Prefecture, Japan