To support privilege in text and graphical mode, Linuxconf must be install "setuid root". This is the normal installation but some distribution have chosen to ship Linuxconf without this attribute. You can enable the setuid bit, by doing:
chown root.root /bin/linuxconf
chmod 4755 /bin/linuxconf