The alleged robbery occurred before 9 p.m. near the intersection of N. Pearl and E. Compton Boulevard.
According to the Los Angeles County Sheriff's Department, a customer was assaulted during the robbery, but not seriously hurt. The victim was not transported.
Neighbors said the illegal dispensary had been in business for a couple of months.