My power adaptor does it too.
I couldn't sleep because of it the first day I had it, so I had to walk around my room to find where that noise came from

My PSR-2000 never made that noise.
Does anybody have a new Nokia phone charger? They make a similar noise. It must be some new kind of (probably cheaper than before) voltage transformer component that Yamaha and other manufacturers use.