It very well might just be coil whine, but thats unlike any coilwhine ive ever heard.
When this clip was recorded the system was idle , fans on low rpm, hdd unplugged and no programs running and the sound was most audible directly behind the cpu. If it were gpu/psu coilwhine shouldnt the noise...