Theme Entity Reference output
Maybe you could use the teaser for displaying your entityreference nodes. Under Manage display under format for the entity reference field, choose Rendered entity, choose settings and use teaser instead of full mode.

Go the the display settings for the content type that is being referenced and apply your display settings for the teaser display.