What is the separate nature of the judicial power?

Imagine if the Police Commissioners (members of the executive) were also judges (members of the judiciary). This would mean they could arrest anyone and then convict them automatically, thus exercising arbitrary power. By keeping the executive and the judiciary separate, we limit the possibility of arbitrary use of power.