Comment # 1 on bug 956251 from Ladislav Slez�k

The default is to ask the target (root) password, if you want to use the user's
passwords, you need to manually change this. Replace:

Defaults        targetpw

by

Defaults        !targetpw

in the /etc/sudoers file.