Uncanny Grammar

Why is it that we often say the word uncanny but never its antonym, canny?

"That's such a common practice of mine. How canny of me!"

Sounds ridiculous. But canny must be a real word...right? Is it possible for a word with a conventional prefix to not have an opposite even if you remove said prefix?

I'll let the linguists of the world sort this one out.