The increase in suicide rates seems to be evidence against this hypothesis.
(link in czech - sorry. First image, brown line is relative suicidal rate that is probably a good metric for comparison.)
Basically, you have to watch someone like a hawk when they first go on antidepressants until they get over the hurdle and start feeling good again.