The Gay Men's Chorus of Los Angeles had just started performing when everyone was ordered to leave the building.
Glendale Police Department officers conducted a sweep of the theater using a canine unit and nothing was found.
Jonathan Weedman, executive director of the chorus, called the threat "hugely upsetting."
A second performance slated for Saturday night took place as scheduled.