1.) Find them under the INVOICES tab and click the invoice number link to go to the Invoice Details screen. (You can also find the invoice number link from the SEARCH tab as well).
2.) From the Invoice Details screen, click the gray arrow in the upper right corner. Then choose "Delete Invoice".