Although the gloves are a huge key Columbo would have kept after him because of the feather. But a wise defense attorney could probably get him off.
One bigger problem is Mrs. Danzinger. She is controlling and would badger her husband the same way as Columbo. All the way back to LA. It certainly would be a mentally miserable trip for Danzinger.