If there is no gas in the tank, then pressing the gas pedal does nothing. That's the same with adrenal fatigue - if the adrenals have nothing to provide, trying to stimulate them will do nothing.
Personally I'm wary of caffeine. A little goes a long way. I rarely have it as the trade off of anxiety isn't worth it.