Betty Brant was Peter's very first love; in issue #142 page 17 of The Amazing Spider-Man Peter tells Mary Jane Watson that Betty was his first.
Later on, it became clear that Ned Leeds was in fact the villain Hobgoblin, although it later turned out that he was a brainwashed pawn of the real Hobgoblin.