Summary: For very detailed explanation of what's happening read this: https://github.com/facebook/rocksdb/issues/596

Test Plan: make check + new unit test

Reviewers: yhchiang, anthony, rven

Reviewed By: rven

Subscribers: adamretter, dhruba, leveldb

Differential Revision: https://reviews.facebook.net/D37779