Authorities said the man grabbed the 14-year-old girl, pushed her up against a tree and tried to kiss her in Saugus' central park last week.
The girl told police the man suddenly let her go and ran off when he heard someone approaching.
Anyone with information is asked to call the Los Angeles County Sheriff's Department at (661) 255-1121.