Well, there is a very long list of discredited scientific theories including the phlogiston one which I was taught at school, God alone knows why. As for the moon landings, there was some talk in the sixties that the Russians needed less mid-course corrections because their mathematicians were better at solving differential equations than the Americans who used iterative solutions generated by their more powerful computers. At the speeds involved, Newtonian mechanics were accurate enough.