While grapes don't cause humans any harm, they can cause acute kidney failure in dogs, and even possibly in cats.
Despite recent research, the exact agent in grapes that causes the toxicity is still unknown.
One of the most frustrating things for owners is just how small an amount of grape ingestion can be toxic.