The Wikipedia article you referenced has much interesting information, including "China ... embarked upon a massive and expensive expansion of the Great Wall of China. In this environment, funding for naval expeditions simply did not happen"; and Zheng He's part in spreading Chinese influence throughout South-East Asia.
But there was never a Chinese ideological opposition to peasants becoming rich; the theory advanced by AnimalMuppet makes no sense.