Welcome to YorkieTalk!
Henri did that as a puppy too, they just need to get used to it. It will take time and patience, try associating the harness and collar with something good like a treat or lots of praise.
Sorry that is the only tid bit I have to offer. I'm sure other members will jump in with answers
Also, please posts pictures of your baby! We love pictures of pups here
