Depends on the type of pills through my experience. The anti-depressants I take are super easy to stop, because there's days when I nearly forget to take them.

But then there's valium, and tramadol, and temazepam and various other nerve suppressants and muscle relaxants that can have you hooked very easy. I don't take any of those