Nobody is immune from phishing attacks. Not even Signal users.
Signal has published a good article warning about phishing risks on their platform. Remember to always setup a Signal username instead of sharing your phone number.

https://support.signal.org/hc/en-us/articles/9932566320410-Staying-Safe-from-Phishing-Scams-and-Impersonation