No. GDPR isn't tied to citizenship. EU citizens & residents are not covered by GDPR when they are outside of EU unless member state's law applies by virtue of public international law (https://gdpr-info.eu/art-3-gdpr/).
A bit more unclear situation is if non-resident is visiting EU and uses services from their home country.