Collector Yumi:
Nobody knows why he ran away, not really. Master Toma, the elder chief at the time, took full responsibility for the failure of Big One and resigned his position.
The elder committee issued an order of expulsion against Master Chaos for his misdeed, but he had disappeared. Nobody saw him again for a long time.
Ask why Dr. Chaos came here.