Ok. I thought of a better way to descibe this noise. It sounds distinctly like a film projector, but at the volume level of the CPUs normal hum.
It doesn't do it every startup, now, but still most of the time. And it still lasts only about five minutes and then just stops.
And Yes, I just tried booting in safe mode and the noise occurred.
I appreciate all the help!!