According to some, a letter by 22 republican senators influenced Trump. Here it is as pdf. (It didn’t seem easy to get the plain text. Got it from Inhofe’s senate page.)
The content of the letter is just about the legalities: how the Paris Accord could make USA and companies subject to litigation, via EPA somehow. I’m not entirely clear on it.
Nothing is mentioned if climate change is real or not.