Open dash board. Tab over to settings. Click system settings. Then click console settings. Then pick start up and shut down. Then disable auto off.
Edit: On... off... its all a matter of perspective. If you have one of the newer xboxes a small breeze will turn it on because of the weird touch buttons. Plug it into a power strip and just turn the power strip off. You will save energy that way too.