As a landlord, you can evict a tenant who does not pay rent and is living in your rental property. If it is a one-time mistake, you should first talk to them before evict them from your premises. Whether there is a lease or not, the tenant not paying rent should be evicted using the correct legal channels to avoid lawsuits from the tenant.