@Padam: If you tap the 3 lines in the top right of the Facebook app and select Settings and Privacy > Settings > Media and Contacts > Autoplay, and select 'Never Autoplay Videos', does this resolve your query? If not, try signing in to Facebook on your browser and a disabling the feature here to see if this helps.
