What is the phobia of being proven wrong?

The correct answer is Dunning-Kruger syndrome.

The Dunning-Kruger effect is a cognitive bias in which people with low ability at a task overestimate their ability. It is related to the cognitive bias of illusory superiority and comes from the inability of people to recognize their own incompetence.