It sounds like the shower head clips may be broken.  If you still have the trigger part (the part that moves up and down to control water flow) you will just need to grab some replacement shower head clips to get you back up and running.  If you have lost the trigger part, you will need a new shower head replacement. All spare parts can be found HERE.