There might be some impact on SEO, but not due to the act of changing it, but due to settings of the theme.
New theme can, for example, change your internal linking structure, add breadcrumbs or add some extra keywords and thus change keyword density, add some widgets, sidebar links and so on. All in all, it can have an impact on SEO. It should not be anything massive, but keep that in mind.