Yes, sometimes this happens:

When I look at old threads from 5+years ago there are a lot of imgur images that can't load. To the point where I believe they do get deleted for some reason and it's not just that the person who uploaded them deleted them.
A good option is to sign up for a github account and then create a repository where you can store your images. Unless github shuts down, your links will always work.