I will not say it is impossible, but it will be difficult.
You should follow this guideline:
http://www.judiciary.gov.hk/tc/other_info/access_info/pdf/tenancy-c.pdf
What makes this difficult is you don't have the lease agreement. But if you can show that the lease has taken place (like proof of rent deposit, any communication with the tenants), you should be fine.