I have an MSI 7125 MoBo with a GeForce 8500 512MB video card. (Later I found this to be the "cheap" beginners card).
I have the exact same problem. One long beep, and no connection to the monitor. I tested another monitor, same thing.
before this started, I just reimaged my 80GB HD, and...