This is the holding current associated with steppers. They often have a resonance noise while holding, this various depending on the driver and the size of the stepper motor. This is normal, and it disappears as you start moving because the steps are being sent to the motor so it has no time to start resonating. Sometimes you can touch the axis or the couple just barely and the noise will stop.
Russ