In corporate culture, the CEO is, fairly or not, a proxy for the company, and thus, the individual held responsible for the success or failure of the corporate entity.

No different from firing the manager or head coach of a sports team (which may inherit a losing streak due to pure luck or regression to a mean from a spectacular run of winning seasons).

The buck has to stop somewhere.