Good question. I was on a flight recently where a passenger was escorted off the plane pre-departure by the local sheriff (apparently, he crossed the line with an FA in a dispute about overhead luggage---naturally, this bozo was sitting in first class). When they removed him, they also removed his bag (and we had to wait a little bit for them to find it).
But, I suspect that is not done routinely.