Do other examples/projects work fine? Or is it just this project?
And you did use the 'blue' debug icon, right?

Could it be that launching the gdb executable is blocked by your firewall? Try disabling it, or check if there is a 'confirm access' or similar dialog in the background.
I hope this helps,
Erich