Simple answer -- There are situations (like black holes, or early universe physics) where gravity becomes very strong and important, and so do quantum effects. To understand physics in those regimes, we need a consistent way to put together gravity and quantum mechanics.

The explanation that gravity corresponds to the physics of the large scales and quantum mechanics to the physics of small scales is not quite true -- this description applies in our daily experience, but is not always the case.