If you choose to only enable your user to use that wifi network, then the wifi password is stored in the gnome keyring of your current user.

If you let every one use that wifi connection, the password is stored in the file you mentionned.

You can also manually change where that password is stored in network manager settings for that wifi network, security tab, click the hdd+green arrow icon in password field and make your choice.