The Dutch football association (KNVB) said on Monday that the AS Roma keeper was still bothered by the head injury he sustained two weeks ago in a league match against Inter Milan.
Stekelenburg underwent tests in an Amsterdam hospital and it was decided he should return to Italy for treatment.
The Netherlands top qualifying Group E and have already secured their place in next year's tournament in Ukraine and Poland.
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