Downloading invoices from QuickBooks Self- Employed to a CVS or Excel file is not yet possible. This can only be downloaded in JSON file.
Being able to download your invoices to CVS or Excel would be great in keeping accurate records. For now, you may consider exporting the Invoice List by Date report to Excel. Doing this won't convert each individual invoice to Excel but at least you'll have the invoice information into an Excel document.