There has been talk about side effects actually enhance the placebo effect.

From Efficacy and Effectiveness of Antidepressants: Current Status of Research:

[…]argue that side effects enhance the placebo effects of antidepressants by confirming to patients that they are taking the active medication and thereby increasing their expectation of improvement.