Police say the riders attacked work for Delta Air Lines, and have been staying at a hotel near the Atlanta airport.
The Delta workers were from Gig Harbor, Wash., and New York City. The attack happened late Saturday night south of downtown.
MARTA spokesman Lyle Harris says no arrests have been made.