Hmmm my first thought was to use a glue gun. I think it will hold, but you'll still be able to peel off the items if you decide you want to wash them.
Another thought is you could just vacuum and/or damp-wipe the wall hanging regularly, and use a permanent, strong glue such as E-6000.