Climate change denial has been a Republican position for decades. Trump is on record saying that the whole idea is a hoax. There might be legitimate reasons to pull out of this agreement, but those are not their reasons.
I think you missed what I said. That may be a great reason, but Trump and friends are pulling out because they don't think climate change is even real.