It happened just before 2:00 a.m. Monday on the 1000-block of Security Road.
Police were responding to a call that shots had been fired in the area when they found two men with multiple stab wounds.
Police say one man was taken to John Hopkins in Baltimore and the other to Meritus Medical Center.
Both have non life-threatening injuries.
The suspects are still on the loose.