Yes, this cruise will depart from Rome, Italy, meaning you will need a passport.
If you do not have a passport, it takes several weeks to process, so you'll want to apply sooner rather than later. If you already have a passport, make sure it is not within 6 months of expiration at the time of the cruise. If it is, you will need to reapply.