Secret Rooms are bonus rooms that contain valuable loot and even battles. The only way you can discover Secret Rooms is by scouting them. There's a chance you can scout parts of a dungeon when entering new rooms and activating specific curios such as Discarded Packs, the bookshelf, Piles of Scrolls, and Traveler's Tent the brighter your torch the better the chance of scouting.