Agatsuma Gorge is a two to three kilometer long ravine on the upper and middle reaches of the Agatsuma River in the towns of Highashiagatsuma and Naganohara, Gunma Prefecture, Japan. It has been designated a National Place of Scenic Beauty since 1935. It is featured on the 'ya' card in Jomo Karuta.