SOLUTION
I rebooted Solus-4.5-Plasma via the flash drive again and found that it automatically logs in to the desktop.
I logged out of the live session till i saw the login screen prompting for password.
I then pressed Enter and it got me in.
It seems one must be careful not to press any other key when seeing login screen, otherwise we will get 'wrong password' message.