The food that gives more calories per unit mass of food is

Fat is the most energy-dense macronutrient, providing approximately $9\text{kcal/g}$ (calories per gram). Carbohydrates and proteins provide significantly less energy, yielding about $4\text{kcal/g}$ each, while water has no caloric value.