You will still be liable under the terms of the lease. Unless you are insolvent, the landlord is likely to take legal action against you to recover any money you owe, and his legal costs.
By simply walking away, you are likely to reduce the chances of a new tenant taking over the premises soon. The amount the landlord claims from you will therefore generally be larger than it would be if you negotiated a termination of the lease.