Diary of a Wimpy Kid books do have elements of graphic novels. The images and text work together to engage the readers, but they might have a unique style that sets them apart from typical graphic novels.
In a way, they are. The books have a lot of visual elements and illustrations that contribute to the storytelling, which is a characteristic of graphic novels. But they might not fit the traditional definition exactly.