In answer to the OP, yes. Men and women can be just friends.

Often it seems like stuff gets weird though and that sounds like where your friendship is going; to the weird zone. It sounds like there's a tension there that can make a normal friendship awkward because one or both of you are feeling a little romantically interested in the there.