The first time I ever felt that way was with the Gnutella network; I instantly wrote a client for it from scratch.

Bittorrent only became that level of magical for me when the DHT got factored in some time later and magnet links became workable.

The other time was Bitcoin.

I’m a big fan of lack of centralized/coordination/tracker nodes.