Authorities believe Laureano Garcia-Leon, 38, could be hiding in Dundalk but have yet to find him.
They also suspect Leon is behind a second rape that occurred in May 2021, police said.
Anyone with information is asked to contact police at (410) 637-8970 or dial 911.
Click here to follow Daily Voice Towson and receive free news updates.