You can't have it delivered from the iPhone app, only in-store pickup.
There was the option to do so before (if you clicked on the very top where it said pre order from the web). Dont know if anyone got any orders to actually go through or not, but I was never able to. Now it just says problem connecting to the server and lets me make a reservation at the apple store.