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We extend Becker's model of crime by allowing for collusion between an arresting officer and the criminal at the expense of the police department. The weakening in the deterrent power of a given set of criminal sanctions that results is explored in a perfect information setting. Applying a solution concept developed in related work by Cadot we derive optimal policies for each group. We show in particular that the well-established results from the Becker model do not all carry through. In particular we find that the maximal fine may no longer be optimal.