play dumb

Short definition from Wiktionary

Verb

1. 1
   To pretend to be dumb, either: To feign muteness.
2. 2
   To pretend to be dumb, either: To feign stupidity or ignorance of some knowledge, usually in order to avoid responsibility or gain some advantage.