Does deleting an invoice in Zoho CRM delete it in Xero?

Does deleting an invoice in Zoho CRM delete it in Xero?

No.
For accounting safety:
  1. Invoices should not be deleted once synced
  2. Any corrections should be made using credit notes or invoice voiding in Xero