Yes, there is at least one Home Depot in Los Angeles that operates 24 hours a day: the store on Beverly Boulevard.
Address: 5600 Beverly Blvd, Los Angeles, CA 90036 (verify current hours on Home Depot's website or by calling, as schedules can change).
This location is convenient for late-night emergency repairs, contractors working odd hours, or anyone needing supplies outside standard business hours.