I've shot a few with a 22 WMR but you do need to hit them right, just like any other game. Now the 22 hornet? That was made for turkey with the rifle. But yes we're talking rimfires. Personally I would not use the 22LR and I'm not a fan of the 17s but I'm sure they would work.