There is no difference in the amount of energy 1 degree Celsius delta and 1 degree Kelvin delta represents.
The only (and I really mean only) difference is how zero energy is defined. It is not possible to have negative energy, and that zero Celsius represents the freezing point of water is an artifact of convenience, not of absolute definition.