In a comment by _alphanerd_ in this subthread he points out that problematic states such as Russia, Azerbaijan, Turkey and Australia are in the Eurovision.
Maybe Israel's neighbors object to that?
Or maybe they can't find bad enough musicians to get an entry together and are afraid of losing?