The man was shot to death while the woman was beaten and subsequently died during the violent incident.
A 44-year-old woman was also reportedly shot in the altercation and is in medium condition.
Magen David Adom (MDA) paramedics arrived on the scene and gave medical treatment to the woman, who was rushed to Rambam Health Care Campus in critical condition, where she was later pronounced dead. The man was pronounced dead on the spot by the MDA paramedics.
Israel Police have opened an investigation and are patrolling the scene of the crime.