Many 2D games, especially beat em ups, don't feel right with keyboards. Any game that uses analogue over digital input (such as some platformers) also feel better with a controller.
The best way around it is to recommend players use a gamepad, but offer fully rebindable keys for keyboard players, so if they must play with keyboard, they can do so in their style.