Things are always changing. New proof comes up showing old solutions and ways of thinking to be wrong time and time again. Its one of the reasons why I dislike the current school system.
As for your flat Earth example, there was a time that most thought Earth was flat and the people who thought it was round were the crazy ones.
In math things never change, once something has been proven it is true, and the probability is solidly in maths territory.