The only problem I see with leaving them in is the small amount of grease that might contaminate the chrome process. You can pop them out by using a long 1/2" wood dowel. Just slide it in the opposite side at a slight angle and knock 'em out. With the brass ones, you will need to do some pretty heavy hitting but they should come out OK.