The incident happened in the 200 block of West Huron shortly before midnight on Sunday.
Police say the offender approached a man and a woman in their 30s and pulled out a gun.
The offender stole cash, credit cards and a cell phone from the couple's backpack.
The victims suffered minor bruises during the attack.
No one is in custody, authorities say.