As well as the expectation that calories make something "palatable".
Think more like, deep fried chicken dipped in some delicious sauce, versus eaten without any sauce. The kind with sauce is more palatable because it has more fat and/or sugar, not because it is just more of the same thing.
So, yes, in fact more calories specifically makes food more palatable.