Yes this is possible. I have read several testimonies of such. People who tested positive, got cured, tested negative still went about still normal lives and got infected again.
These set of people are the ones preaching to everyone to be safe because it can happen again. Perhaps not everyone produces these antibodies because studies say that the blood of recovered patients are also used clinically.