Why don't scientists trust atoms?

Because they make up everything!

That's a classic pun! Puns are a form of wordplay that exploit multiple meanings of a word, or similar-sounding words, for an intended humorous effect. They're quite common and can be a lot of fun. Would you like another one, perhaps a different type of joke, or are you interested in learning a bit about the psychology of why we find things funny?