Why do I forget people the more I look into their face?

Probably, if you are 'staring' at their pictures, you are slowly taking the time to focus on various points on their face, rather than gazing upon the whole of their features. Perhaps by doing so, you are not visually combining the various parts of their faces, and thus, it seems like you are not looking at someone you know.