Did you get your little Charlie from a breeder? My co-worker told me that teary-eyed dogs are mostly found in pet stores/puppy mills because of their hygiene/clogged tear ducts.
One of the most common yeast infections (in the eyes) is Ptyrosporin or Red Yeast which causes a deep reddish-brown stain.