Emulsion paint reacts with wallpaper paste. I know this as I tried to paint over some walls that had small traces of paste on there and it made a right mess. Had to buy some expensive sealing product to get over it.
If you have some knocking around, mix up a batch and slap it on the frame and see if it works - leave as long as possible. Has to be worth a shot IMO.