identity police noun1 •(figurative) A person or other entity who attempts to convince another person, usually one with a marginalized identity, that their identity is invalid or that they do not belong to a group with whom they claim to identify.On the one hand, some observers charged the Cherokee Nation with racism, of being "identity police” by excluding non-enrolled individuals. — 2013