Edison is completely masculine to me and I'd be very surprised if people thought it was feminine. I think of
Thomas Edison, of course, which isn't a negative association for me.
On the subject of "just wrong", I feel the same way about
Addison and now it seems I may have to add my dear
Elliott to the list. Sigh...