In the ntp.conf
restrict default limited kod nomodify notrap nopeer restrict -6 default limited kod nomodify notrap nopeer restrict 127.0.0.1 restrict -6 ::1
Add noquery if you did not like to query.
Further information http://support.ntp.org/bin/view/Support/AccessRestrictions#Section_6.5.1.