Major reason - PNG will give you advantage of Alpha Transparency over JPG.
Also see: PNG vs. GIF vs. JPEG vs. SVG - When best to use?
PNGs are smaller for images a few solid colors (solid polygons) (because they make JPEG artifacts more obvious)JPEGs are better for photos and other images that don't have consistent patterns (JPEG artifacts are harder to notice here)