According to the National Pharmaceutical Association, there are over 150 commonly prescribed medications, mostly those for depression, hypertension and hormone replacement, that are causing chronic fatigue syndrome. (CFS) If you take any of the following medications, they may be causing you to feel endlessly tired, irritable and run-down: