Detective Inspector Scott Beard said police were called to the house in the suburb of Epsom at about 11:30 am and found three people in critical condition.
The assailant, who was shot and wounded by police, was identified as 21-year-old Brahim Aouissaoui, who arrived in Italy last month, then travelled to France, judicial sources said.