First off, the sentiment ratios was skewed somewhat dramatically toward Romney both in terms of positive and negative sentiment as demonstrated in the chart above.
Another reason the public may have gotten a skewed view of antidepressant efficacy is that drug companies have tended to publicize only their most positive studies.