You would issue them an invoice for rent with no GST.
Eg if the previous owner was charging $4000 + GST per month total $4400, you would send them an invoice for $4000 no GST applicable.
As for the 10% GST, as SNM says it depends on the front page. If you were not GST registered then the going...