Tuna packed in water contains fewer calories since no fat is added. However, it will have a drier texture and a more diluted fish flavor, which some may prefer. Tuna packed in oil is slightly higher in calories. The fat retains more omega-3 fatty acids from the fish and vitamin D, moisture, and flavor. Excess oil can be drained before use.