Remember, Robots think that shouting "Stop!" actually requires the criminal in question to stop. They cannot differentiate between "Cannot Do" and "Not Allowed To Do".

They are apparently aware of the concept of lying, but they think "What would I believe", so they put a big sign that says "No Robots Here".