Yes, they would cease until Congress decided to start monkeying around with it when not enough taxes were coming in to support their pork spending. Also, I find it disengenious that Fair Tax supporters don't point out that previously untaxed things, like prescriptions, doctor visits, hospital bills and operations would be taxed under the Fair Tax.
Perhaps you should do a bit of your own research so you can see this.