Go to any Invoices that had that particular Inventory Item on it, scroll over to the right on the Invoice so you can see the fields and locate the "Inv Cat.". Click on it twice so the blue is highlighting jut the text. Delete and enter in the correct Inv. Category.
See if that helps.