Fat is good for you, as long as it isn’t trans-fat. The common wisdom around cholesterol is false (the ”lipid hypothesis” is just that, a hypothesis).

Excess calories are bad for you, no matter what form they come in.

Very true. However, consuming oils and fats make one more quickly satiated compared to sugars and other carbohydrates, leading to less overall consumption of calories.