The fire began at around 5:30 p.m. EDT near the Southwest Area Park and the Light Rail line along the Baltimore City-Baltimore County on Park Drive.
The winds caused the flames to spread near a local trucking company.
Close to a 120 firefighters arrived were eventually called to the scene, with crews arriving from Baltimore City, Baltimore County and Baltimore-Washington International Thurgood Marshall Airport.
The fire was contained by about 6:30 p.m. EDT.
There were no firefighter injuries to report.