To disconnect Periscope from Twitter, first open the Periscope app. Then tap on the Profile icon in the bottom-left corner of the screen. Next, tap on the Connected Accounts tab and then tap on the Twitter button. Finally, tap on the Disconnect button and confirm by tapping on the Disconnect button again.