There is just one thing standing in your way: the Yellow Wind Sage. And unfortunately for you, this boss isn't a blow-over.
The Yellow Wind Sage is a mandatory boss you must defeat to continue the game. It is the final boss of Chapter 2, and you'll face it after crossing the Cellar located in the New Thunderclap Temple.