It shouldn't. The escrow will pay to you any security deposits from current tenants (because when they move out, you will need to refund that money). Any prior non-payment of rent is the previous owner's problem. My recommendation, however, is to make sure that tenant is gone from the property before you take ownership. Why transfer a headache?