The incident took place in Swaroop Nagar area of West Delhi this afternoon and the attacker allegedly attempted suicide, they said.
This is the second such incident in a week in the national capital.
Earlier, one Ravi killed his cousin Naveen and his wife Renu, with whom he had developed a relationship, her father and sister and landlady before killing himself.