It happened around 12 a.m. Sunday morning at a home on Bailey near Tulare Avenue.
Authorities say dozens of people were gathered in the backyard.
Fresno County Sheriff's Deputies went to the home after getting a number of noise complaints.
When they arrived and tried to get the situation under control, many party goers turned on the deputies.
"There were approximately 50 to 60 people at the party. Most of them were drinking, many of them were drunk. We don't know exactly what started the disturbance in the backyard but it spilled out into the street," Brandon Pursell of the Fresno County Sheriff's Office said.
Authorities say two women and one man were arrested. One of those women had to be taken to the hospital for injuries she suffered after fighting with a deputy but she's expected to be okay.
Authorities also say two underage people were taken to juvenile hall for resisting arrest and for being drunk in public.