Any excess energy obtained from food is stored easiest as fat; so that's more or less what happens.
In the wild most fish eat less, have larger 'enclosures' and go through phases of not eating at all.
I guess it comes down to us trying to copy nature as best as we can. (Message typed at 8.07am, forgot to press submit)