Light has no kinetic energy. Its energy comes from its wave not its speed. If light derived kinetic energy from its speed all photons would have the same mass. It would be a constant derived from C.

What makes light the exception? Why do all other forms of energy have mass but not light?

If light has no mass how does it become mass when it is absorbed?
An excited electron for instance has a little more mass donated by the photon.