It happened around 12:30 p.m. on Eighth and Canal Streets.
Officers say Angel Valencia, 18, had more than 135 marijuana plants in his backyard.
Valencia was fined for growing the plants within city limits.
A majority of the plants were destroyed. Police say he was allowed to keep six to grow inside his home, which is in compliance with California state law.