Sleep button not working at all

I recently got a new iPhone and about 2 days after buying it the sleep button stopped working. I've tried restoring it but no change. It doesn't work at all. Any ideas? Could it just be a hardware problem? It's still under warranty so I'm thinking of taking it back.