Ryan Michael Venti was taken into custody at the scene of the crime at about 7:45 p.m. Monday after neighbors spotted him and called 911, according to the Los Angeles County Sheriff's Department. He was subsequently interviewed by homicide detectives.
"From the condition of the suspect it appears that he has been hiding in the surrounding hills and brush in an attempt to avoid capture," the Sheriff's Department said in a statement. Venti, whom investigators believe has mental health problems, was booked and held on $2,000,000 bail.
The motive has not been determined, authorities said.
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Firefighters received a call about the house fire around 4:44 a.m. Friday in the 3600 block of Crooked Creek Drive. It took crews a little more than 30 minutes to knock down the blaze.
The fire led to the discovery of the bodies of Linda Venti, 66, and John Venti, 75. Sheriff's officials arrived and determined the incident was a homicide.
The cause of the fire is still under investigation, but authorities said some type of accelerant - possibly gasoline - may have started the blaze.