You should visit Argo! It is more of a tea cafe, but great for tea based drinks! They have one with pomegranate that is tasty hot or cold (if you like pomegranate).
For a more formal tea, The Peninsula gets great reviews but I have not been there.
There is a new one called Tea Exotica on N Michigan.
Where ever you visit, please share your experiences on TeaMap.