The appeal to the minority fallacy works in conjunction with the “second choice bias.” Both of which are crucial aspects to developing conspiratorial thinking and pseudoscience.
These occur in counter-cultural and reactionary movements in which individuals come to believe that the perceptions of the majority of the population are wrong simply because they are widely held. So, they adhere to fringe perceptions simply because they are fringe.