PNG images with transparent backgrounds, when resized by the Mediawiki software, have the transparency replaced by opaque white.
For example, Fac-tory-o's N1 rocket render (Used in the N1 Wikipedia article's infobox) is shown with a white background in the infobox, which uses 100px-N1_Rocket.png, but it appears transparent in the Media Viewer, which uses the un-resized N1_Rocket.png, or when viewing the original full-size file on Commons..
Wikimedia Commons file link. The thumbnails in the Commons page also have white backgrounds.