Twitter has been indexing all tweets since 2006. Now you can find every post in this massive database.

Read the official announcement in Twitter's blogpost.
Twitter index will roll out during the next few days. The functionality of the index will be added to the user interface in Twitter's web client and mobile apps.
Iif you can not wait that long, you can already search for specific tweets here.