Perhaps to honor their homeland, as they feel so connected to their nation which has since been destroyed that they linger as guides for others. Their ultimate goal does not seem to be money, so not getting treasure makes sense.
I am sure that it would feel like desecrating the grave of your own home/loved ones if the guides themselves took the treasures. How they feel about guiding those who do is another matter though.