Synonyms for Strangeness (same or very similar meaning)
WordNet sense 1 (the quality of being alien or not native):
curiousness, foreignnessWordNet sense 2 (unusualness as a consequence of not being well known):
unfamiliarityFrom the ODE community, based on WordNetadd/edit