And an egg turns into a chicken. That is not a transitional species.
The egg is a shell, like a cocoon.
I'm not arguing it's a transitional species, although you have to admit the metamorphosis is a pretty 'magical' thing.
I'm saying that if we didn't have butterflies today, and all we had was fossils of caterpillars and butterflies, would we know they were the same species ?