If you can spare the time, keep them on and wind them up. Tease then along. I had some swear at me once the realise. Great fun! I think I am now on the scammers' "Do not call" list as I barely get any any more.
The number you are seeing is almost certainly fake, unless you have verified it's not in use you should delete it.