My understanding of the rules, which may be a couple of years out of date is that a Police officer convicted of an offence which brings the service into disrepute MAY be subject to a loss of Pension. This is a very race action, and even if taken, results no tin no money, but simply a return of the contributions paid into the scheme over the years of membership.
There is no mechanism to leave them with nothing.