Authorities said the shooting happened near East Del Lago Road and North Cypress Road. Authorities said a female called around 12:18 p.m. saying her adult son was causing a disturbance in the 2700 block of Cypress Road.
Two officers arrived on scene and the man would not open the door to the home, threatening to shoot them.
Within 10 minutes of the officers arrived, an emergency assistance was broadcasted, according to Police Chief Bryan Reyes.
A third officer was also wounded in the shooting. Reyes said the officer was alert and providing investigators with more information on the situation.
During an afternoon press conference, Reyes said the house was surrounded and they believe the suspect may still be in the residence. The investigation has been turned over to the Riverside County Sheriff's Department, Reyes said.
Reyes named the two officers who were killed: Officer Jose Gilbert Vega and Officer Lesley Zerebny.
Gilvega was a 35-year veteran at the police department and was due to retire in December. Reyes said he had been working overtime on an unscheduled shift.
Zerebny, 27, had only been with the department for a little more than a year. Reyes said she had given birth to a child about four months ago and had just returned to work.
"I am awake in a nightmare right now, that's me. As the chief of police for this police department, I've got to step forward and stay focused," Reyes said as he held back tears during the press conference.
He said the Palm Springs Police Department and other agencies continued to pursue leads on the suspect in case he may not be in the home.