The aim of this review is to analyze the most recent scientific literature on cognitive involvement in NAFLD, as well as understand its underlying potential background processes, i.e., neuroinflammation, the role of microbiota in the brain–liver–gut axis, hyperammonemia neurotoxicity, insulin resistance, free fatty acids, and vitamins. The gene discussed is INS; the disease is Hyperammonemia.