That statement is true.
Accodrding to the legende, Susano-o once destroyed all the rice fields/irrigation and defiled one of Amaterasu's temple.
Because of Susano-o's action, Amaterasu became really afraid and decided to ran away, hide herself in a cave, and block the only entrance with a massive rock in order to prevent anyone from finding her.