Because Celsius uses a scale that relies on temperatures you’re encountering in your everyday life.
But that's the same reason given for Farenheit!
Why? That scale is still arbitrarily chosen
It's not arbitrary in that it represents the fundamental limits of temperature in the universe. Planck units are fundamental to the nature of the universe rather than based on any arbitrary object.