The answer is to properly educate the public on how science works. Science is a series of hypotheses, tested extensively and built upon given the evidence.

It is the fault of our education system and pop culture that people are so terrified of scientists being wrong. People should be thrilled when scientists are shown to be wrong, as it means they are one step closer to understanding what is right.