You can't set it to not turn on manually, I'm afraid. But I believe the back light will dim after a few minutes or so? And if I'm wrong, then... (I haven't used my iPod Photo in a while. XD)

And why would you want to turn it off anyway? It's charging and it shouldn't affect your battery life much, I think.