I tried it with some needle nosed pliers and it did indeed come off, although a piece of the plastic came off also. Perhaps my pliers weren't needley enough.
The fact that the part that holds the disc just presses onto the motor spindle seems a bit crap to be honest, seeing as it is spinning at speed.