We report an experimental observation of a record-breaking ultra-high rotation frequency about 6 GHz in an optically levitated nanosphere system. We optically trap a nanosphere in the gravity direction with a high numerical aperture objective lens, which shows significant advantages in compensating the influences of the scattering force and the photophoretic force on the trap, especially at intermediate pressures (about 100 Pa). This allows us to trap a nanoparticle from atmospheric to low pressure (10 −3 Pa) without using feedback cooling. We measure a highest rotation frequency about 4.3 GHz of the trapped nanosphere without feedback cooling and a 6 GHz rotation with feedback cooling, which is the fastest mechanical rotation ever reported to date. Our work provides useful guides for efficiently observing hyperfast rotation in the optical levitation system, and may find various applications such as in ultrasensitive torque detection, probing vacuum friction, and testing unconventional decoherence theories.