Fatty liver, conceptual illustration. Fatty liver is commonly associated with alcohol or metabolic syndrome (diabetes, hypertension and obesity), but can also be due to any one of many causes. Fatty liver disease is a reversible condition wherein large vacuoles of fat (pale yellow circles) accumulate in liver cells.