Here are the steps to remove multiple courses from your calendar.

Step 1: Go to the Administrator Menu

Step 2: Go to the Classes tab> Class List

Step 3: From this tab, you will see the complete list of your courses where you can select several at a time and click on Deactivate or Remove completely.