The Los Angeles Fire Department said it responded to a call at Stoney Point in the Chatsworth area at about 2 p.m.
Officials said a man hiking fell and became trapped between boulders.
Ground crews helped the 23-year-old man with injuries and pain suffered from the fall until the helicopter arrived.
The man was hoisted and flown to the hospital in serious condition.
Fire officials described the terrain as rugged.