A good question, and one of the better strikes against the theory.
A couple potential answers:
1. Robert wasn’t on board, and with Rickard dead, Eddard in the North, and Hoster injured, there wasn’t enough of a coalition to push him.
2. Jon Arryn changed his mind once he had the royal government in his hands, and the king was no longer a violent lunatic.