There is definitely an o-ring that is in that spot. As soon as you pull it apart you'll see where it sits.
Do not just use sealant - it's dodgy. Many people do it but just replace the two cent o-ring and then if you need additional stuff look at the sealant.
Mine also leaked from here and it was that it had been connected with sealant only and no o-ring.