Excess Fructose Is a Leading Cause of Non-Alcoholic Fatty Liver Disease. In your quest for a healthier diet, the first ingredient to eliminate would be fructose – the sugar found in everything from high-fructose corn syrup (HFCS) and fruit juice to agave syrup and honey.