The 24-year-old Iceland international scored 24 goals in the Dutch top flight last season.
The Journal reports that Finnbogason was offered to the Magpies during the summer window for a fee of around £5million.
Newcastle decided to look at other targets during the summer.
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Chelsea have struggled to build momentum in the opening stages of the campaign and are currently looking over their shoulders at the relegation zone.
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