Anyone know a good website with a wide variety of FREE and royalty free images to use for a blog? Also, what about sites for creating memes and gifs?

You can go for Google Images that may or may not subject to copyright
issues or try Flickr Images having creative common license only. You didn't mentioned about the theme of your blog. However, you can find background images in variety of themes here: backgroundimagepro.com