1. Click the server name to bring down the server pull-down menu:
2. Click "Notification Settings", and check out the super spiffy channel notification settings list. When you're done with that, click the "Suppress @everyone" option:
That simple. Remember, the Suppress @everyone option functions on a per server basis, so you can be selective about who you want to hear from depending on which server you're on.