If it makes you feel better, I studied computer science but frequently feel a sense of inadequacy because it feels less hard core than "real engineering".
Another argument against getting a CS degree is that it's hard to teach yourself engineering on your own but you can teach yourself programming on your own. So in terms of opportunity costs it might make sense to go for engineering. Also, you can go for "X who programs" type roles. See this thread.
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-- Warren Buffett, in some thoughts on investing.