Besides alcoholism, other common causes of fatty liver include: 1  obesity. 2  hyperlipidemia, or high levels of fats in the blood. 3  diabetes. genetic inheritance.  rapid weight 1  loss. side effect of certain medications, including aspirin, steroids, tamoxifen, and tetracycline.