I use some leftover nylon cord from upholstery work for removing stubborn knobs. You can probably find something suitable at a hardware store, craft store, etc. I just slide a length of it under the skirt of the knob and use it to carefully leverage the knob up.
If it is truly glued on (shame on them), careful application of a heat gun may help to soften the adhesive enough for it to give way.