You can take the Light Rail Train from BWI to the Hunt Valley Station. You can buy a 1 way ticket for less than $4.
The Baltimore Light RailLink is a light rail system serving Baltimore, Maryland, United States, and its northern and southern suburbs. It is operated by the Maryland Transit Administration. In downtown Baltimore, it uses city streets.