Recorded crime should go down, as there'll be fewer officers available to record it. It's a genius plan.
Actually I would be surprised if there was a link between police numbers and crime rates**. I would have though that the crime rate would stay the same, but the detection and conviction rates would suffer.
(**until you get to an extreme point where the police are effectively non-functional, and criminals know they can do what they want without any fear of interference)