No, you don't!
You just have to flash the phone again, but this time using a GENERIC MAIN FIRMWARE FLASH + FILESYSTEM FLASH + CDA with the latest R1KG001 firmware and with RED52 code.
If you flash the phone with SE Generic MAIN Firmware + Generic FS + Generic CDA, it will become unbranded.

Remember that by doing this you void the warranty!