This should be fixed by adding
set bell-style visible
to your ~/.inputrc file.
Possible other ways are:
unplug the loud-speaker, works always
set the X11 beep volume (e.g.: xset b 20) or turn it off (xset -b)
use some terminal emulator settings (e.g. with xterm: ctrl-middle button / Enable Visible Bell)