If you remove PII, then whatever you are left with is no longer personal data.
No, the GDPR's definition is broader and has been in use in EU privacy regulations for a decade prior. It's every piece of information that can be linked to an individual, even indirectly.
PII is a US legal term and means precisely nothing in the context of the GDPR.