I'll start with pictures:
These are not vertices... they are faces, but I don't know how they got "duplicated" or what. As you can see down, in the 3D Viewport's footer, I'm in face selection mode.
How do i fix this without deleting that edge or face? Because if I delete it, I'll have to redo it all again...