I've had to unlearn and relearn chemistry like 7 times now (since quantum chemistry finally makes accurate quantitative predictions, I'll trust it for now...)

I know you can't teach third graders quantum mechanics, but I wish they at least wouldn't have taught me wrong stuff that became ingrained into my mind at an early age.