How can junk food be bad for a thin person trying to gain weight?

Normally, "junk food" like foods from fast food restaurants or chips and sweets are known to be bad because they make you fat. Now, I also heard that this type of food is also bad for a thin person trying to gain weight. How is that? And what's the main difference between junk food and healthy food?