First, we feel spammed when brands pollute our news feed by posting too much content (as shown by the survey I mentioned above).
Over time, this creates an information overload feeling not so much because the content is not interesting than because it prevents us from accessing the real cool stuff shared by our friends that we signed up for: pictures, news, videos, fun stuff, etc... The fact Facebook users have started to unlike pages shows that this limitation is already at work.