Officials said it started as a fight on one of the METRORail red line trains around 11:30 p.m. Thursday.
When the people involved in the fight got off the train on Fulton Street, one of them reportedly pulled out a gun and fired shots.
One victim had a graze wound, and the other person was shot in the hand, METRO police said.
Officials did not say if anyone had been taken into custody.