His own students collaborated with Sparta and made that happen. He was kinda neutral, did not participated and did not fought against them.

Socrates opponents then kicked Sparta out, suffering and risking torture and death. And they then blamed Socrates teachings for what transpired. (Yes, the court that sentenced him was miscarriage of justice.)