Why is "wpa_supplicant.conf" file invisible?
On the Galaxy S, the credentials are stored in /data/wifi/bcm_supp.conf (where bcm is short for Broadcom).  Other common locations include /data/wifi/, /data/etc/wifi/ and /data/misc/wifi/ &mdash; check them for relevant config files.