The incident unfolded around midnight on Blythe Street near Fulton Avenue, according to the Los Angeles Police Department.
The would-be burglars allegedly broke a glass sliding door in the back of the home and made their way inside. They took off once they saw homeowners, police said.
They left without taking anything.
Police are now looking for a dark-colored Tesla that they were believed to be in.