Which is exactly what the Dunner-Kruger effect is. Knowledgeable people statistically underestimating their knowledge and non-knowledgeable people overestimating their knowledge.
But even if it is entirely caused by normal distribution variance, that doesn't make it a mirage, it gives you a reason.