Board Thread:Wiki-Related Discussion/@comment-24304025-20140326210448/@comment-24304025-20140326211341

Emma: You can preserve our memories? Regina: No, I can... do what I did to everyone else in this town. And give you new ones.

I think it is very clear that they were cursed. Their memories were changed just like everyone else's did in season one.