Assuming you have that problem in GVim, adding the following line
autocmd GUIEnter * set vb t_vb=
in your if has("gui_running") conditional block should help.
From :help 'visualbell':
Note: When the GUI starts, 't_vb' is reset to its default value.
You might want to set it again in your gvimrc.