Whenever a lease for any definite term shall expire, or any tenancy shall be terminated by notice as aforesaid, and the tenant shall fail or refuse to surrender possession of the leased premises, the landlord may bring an action of ejectment to recover possession in the Superior Court of the District of Columbia.