Instead of 4 steps given by snaushads.
You can try default password reset request page
http://YOURDOMAIN.com/wp-login.php?action=lostpassword
It worked for me.
snaushads solution helped me to get this solution.
This only for people who yet to update WooCommerce v2.2.3
