It happened just after 5 p.m. near W. Pettigrew Street and the Campus Drive bridge. That's near Duke University's East Campus.
Durham Police said a man was walking on the tracks when the crash happened. He was pronounced dead at the scene.
All roads in the area remain open.
This is a developing story.
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