Fat. Tuna packed in water provides 2.5 grams of fat per serving, while tuna packed in oil provides 6.8 grams of fat. The oil used in packed tuna contributes about 4 grams of fat, 1 of which is saturated fat. It also contains about 2.5 grams each of polyunsaturated and monounsaturated fats.