Is it legal for me to get a copy of the lease agreement if i didn't sign it?

Depends on the laws of your state. Some states do have little-known statutes that say that if the tenant is not given a copy (say, within 30 days) then the lease is not binding. Most states, though, it doesn't matter. And, it's very difficult to prove that the landlord didn't try to deliver it.