Can we define cursor inside package if so how to call cursors inside the package?

Yes, we can. call using packagename.cursorname.
Ex:  OPEN XX_INVOICE_VAL_PKG.c_eligible_invoice
       LOOP XX_INVOICE_VAL_PKG.c_eligible_invoice..

       END LOOP;