Make a scatter plot. Open Plot Details dialog. Go to Centroid tab.
Check Show Centroid Point for Subset and check Show Label.
Go to Labels tab. Enable Data Labels, and set show at specified points only to 0.
==>The centroid label is gone. Fixed in Origin 2024.