Per Oxford....
British & World English unfazed
Definition of unfazed in English:
unfazed
ADJECTIVE
informal
Not disconcerted or perturbed.
the protestors were unfazed by the prospect of arrest
Then we agree. “Unfazed” is correct here, and “unphased” is wrong.