The crash happened just before 2 a.m. on Wilcox Avenue near Sunset Boulevard, according to the Los Angeles Police Department.
Police say Ferguson was driving a Chevy Silverado when he crashed into two parked vehicles. No injuries were reported.
The former lightweight UFC champion was arrested and booked for DUI.
Additional details were not available.