How to 2.5D ? (with explanatory picture)

Are you using the standart character movement and thats why you are jumping toward the camera?

If so, why not just keep the camera parallel to the ground (like a side view), Rotate the sprite to look at the camera, and have the background behind the character, facing the camera.