The book did not describe the specific cause of Yan Xiaozhou's death in detail. However, according to some of the plots and character relationships in the book, it could be speculated that Yan Xiaozhou might have been poisoned to death or tortured to death. For the specific situation, he still needed to refer to the original text and other relevant background information.