Click on 'Manage Inventory' under the 'Inventory' heading in the Control Panel menu.
Click the 'Edit' icon at the end of your item to go to it's settings page.
To remove the discount, return to this screen and change the discount amount back to 'None' from the 'Discount' dropdown menu.