Do you need a passport to go on a closed loop cruise?

If it involves going to Another Country, yes. And if your cruise lands somewhere other than Canada, Mexico, the Caribbean, or Bermuda, you'll need a passport book, not just the passport card.

Source: http://travel.state.gov/passport/ppt_card/ppt_card_3926.html