To delete a query rule:
On the Search Workbench tab, select Query Rules from the Show menu.
In the Query Rules menu, go to Query Rule Sets > Your Rule Set > Your Rule Group.
Right-click the query rule group, and select Delete from the menu.
Click Delete to confirm.