I don't know whether there is a "normal time" for being on psych meds.
For me, I have remained on them since I started taking them, quite a while ago I may add.
My doctor and I have tried getting me off of some of them on occasion (not off all of them at once) and the results were nil (so to speak).
So I keep taking them and with successful results.