The only ones that are cheaper than "ridiculously expensive" turn out to need to plug into a handset rather than just connecting to your phone system.
As DECT handsets can be had for £25, I can't think of any good reason that there isn't a cheap headset out there - presumably they're mostly used by businesses, who are willing to be gouged for no reason...