Tanuma (written: 田沼. lit "rice field swamp") is a Japanese surname. Notable people with the surname include:

, Japanese rugby union player , Japanese rōjū and daimyō , Japanese photographer

See also Tanuma Station, a railway station in Sano, Tochigi Prefecture, Japan Tanuma, Tochigi, former town in Aso District, Tochigi Prefecture, Japan