I agree. Beatles songs are great for this. But I would say don't stop after learning a few simple songs, always keep learning more. one new song each week maybe. Keep in mind that most of the musicians whose music you are learning probably learned this way as well. of course, if you want to learn classical or play like Coltrane, you'll need to learn the theory.