The Colgate University Visual Resources Library provides pointers on what to keep in mind when using downloaded images from the Web. You should always cite the source of the images. When possible, ask permission from the copyright holder.
Examples of citing images using MLA style
Examples of citing images using Chicago style
Examples of citing images using APA style