Why do Republicans always try to trout out the same fallacy that?

Agreed - and bizarrely conservatives are the first to spout a great example of it. Whenever they erroneously claim that the New Deal did not end the Great Depression, they invariably tell us that WW2 ended it. In other words and even greater period of higher taxes and the stimulus effect of massive government spending.