Police responding to a report of a shooting late Friday found a man and a woman dead from gunshot wounds in a hotel room, Beverly Hills police Lt. Mark Rosen said.
Police described the victims only as "elderly," but would give no other details on the victims or the circumstances of the shooting. The coroner's office picked up the bodies early Saturday.
The luxury hotel was also the site of Whitney Houston's death in February. The singer drowned in the bathtub of her fourth-floor room, just a few hours before she was to attend record executive Clive Davis' annual pre-Grammy party in the ballroom downstairs.
An HLN spokeswoman, Alison Rudnick, said the 39th Annual Daytime Emmy Awards will go on as scheduled. The cable news channel will be broadcasting live the ceremony, which honors the best in soap operas and talk shows.
Police would not comment on whether the deaths were connected to the awards.
The hotel also hosts several other annual galas, including the Golden Globe Awards.
Before the Friday shootings, Beverly Hills had just six homicides since 2008.
Such rare cases usually draw national attention, as in the death of a Hollywood publicist who was shot while she was driving after a movie premiere in November 2010. Police say Ronni Chasen was killed in an apparent bungled robbery by a career criminal who later killed himself when approached by police.