Hmm, we're both half right it seems. While they didn't join the proto-EU proper, aka the European Community, they did join EFTA, aka the "outer seven" of EC, which early on included even such non-neutral countries like UK and Denmark.
https://en.wikipedia.org/wiki/European_Free_Trade_Association...