> INVERSE effect of caffeine for years

It's likely due to some other factor or individual difference. To my knowledge, there is no evidence that stimulants affect people with ADHD any differently than people without ADHD. By differently, I mean having a paradoxical reaction that can only be attributed to having ADHD.

Correlation does not imply causation, but people still try it all the time.