Police say the victims, a 15-year-old and a 34-year-old, were stabbed with the samurai sword just before 8:30 p.m. Saturday on North Kings Highway.
Police say it happened moments after a fight broke out.
Both the man and the teen were rushed to Cooper Medical Center for treatment.
Officials with the police said they will not release any more information until Monday morning.