Aw man...
Well, you're right that it's mostly in your mind, but that isn't to say that "the power of positive thinking" is necessarily the cure. When depression is that bad, it's the chemicals in your brain that need some adjustment; you can't will them to change overnight. I hope you're considering a visit to the pdoc to have him/her reevaluate your meds