In modbus parallel system, do I need to set "Modbus Address" for each inverter in the system?

Yes, it is needed. Set master address as 1, and then slave 2, 3 ,4, 5 in sequence.（but，some new versions have automatic setting function，so you could try to upgrade your device to newest version first)