On cold mornings I sometimes get a growl like that from the motor fan on my WM250V. I'm assuming it's that because it happens whether or not the spindle's running. But it always goes away after a second or two and doesn't come back again for weeks or months.
In your case, if it's the spindle bearings, and if it's constructed like my WM250V, there's an adjuster on the back end of the spindle. This is a screwed sleeve with C-spanner notches to fit the tool in the standard kit supplied, and two locking socket-screws on the circumference.
I would *guess* from the noise, if it is the spindle bearings, that it's loose and rattling around the races in a polygon when something – a resonance or suchlike – kicks it off. You might test it with a thick bar – say 1" DMS or more – gripped in the chuck with a clock gauge against it. Push it back and forth and see if you get more than a few tenths elastic deflection. If it is that, you may be able to adjust out the play, but don't tighten it further than snug – it can be a bit tricky because the right setting is a small target to hit, no more than a couple of degrees of rotation.
Ah, just heard your second vid and it sounds very different.
Edited By Mick B1 on 15/10/2018 15:28:25