Authorities said the owner of the house on Goodman Avenue came home and found the burglary in progress.
The suspect jumped off a second-floor balcony and ran away.
Police dogs and a helicopter were brought in to look for the man, but the burglar was still at large as of Sunday.
If you have any information that could help investigators, you're urged to call Redondo Beach police at (310) 379-2477.