"determine timezone from latitude/longitude without using web services like geonames.org" Code Answer
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I had this problem a while back and did exactly what adam suggested:
IIRC it took less than 1 second to populate the R-Tree, and it could then perform thousands of lookups per second (both on a 5 year old PC).