No, it's absolutely not. But the counterfactual argument is that if it weren't for the TFSA, those savings would have been in instruments that were taxable, and those taxes would have gone to the government. Because the TFSA protects those investments from taxes, that forgone revenue is the cost of the program.
On April 28th, 2015. See this statement in context.