The Los Angeles Times reported the burglary occurred at 1:30 p.m. Friday at the Hancock Park home.
Nobody was home at the time.
Los Angeles Sheriff's Department Capt. Mike Parker said the burglary was under investigation.
"Like any other burglaries, we are investigating to see if these burglars are involved in other crimes," Parker said.
The Times did not say if anything was stolen in the burglary.