How Many Calories In A Cup Of Tea With Milk And 1 Sugar : One cup of whole milk has 12 grams of sugar (lactose) and 148 calories. How Many Calories In A Cup Of Tea With Milk And 1 Sugar : By itself coffee is a very low calorie beverage.