Placebo in depression is strong because placebo effect involves the opioid system, particularly the mu receptor. That receptor is known to have antidepressant effects when stimulated.

If you mean ECT by electroshocks, then yes, it's reliable but poorly tolerated with possible memory loss and cognitive impairment. It's still unknown how it works. TMS is very different from tDCS as the power in the brain is very different.