Here are the steps to delete a specific keyword:
Click on the arrow button at the right corner of said keyword,
Click the "Delete keyword" button.
If you would like to delete multiple keywords in a batch:
You can filter out the ones you would like to delete,
Make sure their checkboxes at their left are checked,
Click on the 'Actions' button,
Click 'Delete'.