rabbit punch rab·bit·punch uncommon noun 1. a short chopping blow to the back of the neck Synonymsrabbit punch Related words Broader terms punch WordNet 2.1 (Princeton University). WordNet 2.1 Copyright Princeton University. All rights reserved.