You can quickly turn off audio on Facebook videos by following these 4 steps:
Click on the bottom right of Facebook.
Scroll down and click Settings in the Settings & Privacy tab.
Look for the Media option, then click Sounds.
Tap next to In-App Sounds to mute the audio.