This trick also applies to the AT&T Uverse routers that do not enable to control DHCP by their users.
There is no option to disable the DHCP in the Airport admin tool, so what you need to do is trick it into being "more pasivepassive".
# Set DHCP Beginning Address and DHCP Ending Address to the same value: the IP address of your HDA