Yes, provided the lessor (is different entity to the tenant & registered for GST), the lessor will provide a tax invoice with GST. The tenant will pay the invoice & gst but claim it back in their BAS as gst paid.
If you are purchasing vacant, you will need to pay the gst but claim it back in...