With seahores it is very easy to change the default gnome-keyring password. Do the following stuff:

In seahorse, in the “View” dropdown, select “By Keyring”. On the Passwords tab, right click on “Passwords: default” and pick “Change password.”

Info found here: https://wiki.archlinux.org/index.php/GNOME_Keyring