After migrating from gnome to xfce, I was not happy because of console beep sound, It took a dat to me to disable console beep. I was totally forgotten there is command like modprobe.
So run this command to disable console beep..
modprobe -r pcspkr
To add it back
modprobe -a pcspkr
Your beep sound will be disabled.