I'm guessing you have Desktop Audio and the video capture are sources, so you are duplicating the audio from the capture (ie capture audio going to desktop)
Personally, I like the cleanliness of disabling Desktop Audio and only using specific audio sources, but depends on scenario if that is possible/practical