Japanese as language
The answer is 日本語(にほんご・nihongo).
Nihon is the country name, equivalent to Japan in English.
ご (go) after a country name means the language.
Japanese as people
The answer is 日本人(にほんじん・nihonjin).
じん(jin) after a country name means the nationality of the people.