Normally the noise of the switching regulator is load-dependent. It should not be audible under normal operating conditions. The on-board switching regulator of the TMCM-351 generates a voltage of +5V. Do you have anything connected to the external +5V connection of the board ? Does the noise change when you attach / detach the load ?