There are such things, I've discovered this very rainy fall, when all sorts of things have sprouted from the lawns and fields.
Here's a pair I found growing near the Metro parking lot. They are about 3-4" tall. The little flowers are indeed blue, although most of the verifiable autumn crocuses are either red or lavender.
They are enchanting!