What were you wrong about for a long time? How did you realize you were wrong?

If it makes you feel any better, you were actually almost right. These days the brassica oleracea has several well-known cultivars, including Brussels sprouts, cabbage, cauliflower, broccoli, kale and kohlrabi, all of which come from the same species of plant.

Also, relevant xkcd.