REALLY? In my experience peppers have really taken to aquaponics. I have tried regular cayenne, thai hot, bhut jolokia, bell peppers just to name a few.

Maybe the root system isn't getting established well enough? Are the roots in a lot of leftover soil or anything? Some peppers do worse with less oxygen. Thai hot peppers seem the most resilient to those conditions in my experience. What kind are they?