How to turn off the beeping sound in Discord

For all notifications right-click the server, select "Notification Settings" and select your preferences for each server you are a member of. For DMs click on the little gear icon in user settings (lower left of the screen), click on Notifications on the left menu, scroll down and turn "Message" off. Done.