Stepper Motor Squeaking when going from stationary to rotating

Sorry about the video, here it is on youtube

Also for the DRV8825, would 12v power supply work with that? I thought I read they have a max of 10v and so I would have to buy a new supply. Would there be any other way to limit the squeaking? Thanks for the quick reply.