It's not purely statistics, but more statistical modeling in the large sense, but a very common misconception, that I have also heard in some University courses, is that Random Forests cannot overfitRandom Forests cannot overfit.
Here is a question where they asked exactly this, and I tried explaining why this isn't true, and where this misconception comes from.