Enter the invoice item. In the middle of the page you have the accounting information. 
The field for VAT Code has an arrow at the end of the dotted line. If you have the correct access, you can click on this arrow and that will open a list of VAT codes . 
Enter on the one you need to change to. Check the main level and control the VAT amount.