Peristaltic Liquid Pump with Silicone Tubing (ADA1150)

I am using this pump with a DF Robot L293 motor shield and an Arduino. This pump has a whine that reverberates when ever it touches a hard surface or mount, at less than 99% speed. What can be done?

Michael