Do you have Google Earth? Get on this: http://globe.six.nsw.gov.au/
You look up the address and it tells you the land value according to the department of lands and it's free.
Yes. It is levied based on whoever holds the land at December 31. So even if you only held the property from mid December you are liable for the entire year.
Why the shock? you should have known that before you purchased.