It's always tricky though. Are the symptoms due to starting the new medication, or withdrawal from the old.

Apparently the reason so many medications indicate 'headache' as a possible side effect is that for drug trials the subjects have to stop taking caffeine in case of complicating factors. So no coffee. Or similar. And thus... caffeine withdrawal.