I don't think Twitter allows you to do that. You can use the
Search API (api.search) to find tweets that have a specific hashtag, but putting just a hashtag as the query doesn't seem to work for me (you might have different results). Your other option is to use the
Streaming API, which returns tweets in real-time, but again, I don't think it works without a specific hashtag.