Common sense and intuition are notoriously poor guides for understanding
the way the universe works, disabled guy.
As for why we always dig for a deeper explanation, I would say that it
is human nature to do so, though obviously some people are more
motivated than others.
If you are the type that says, "If science tells me to abandon my common
sense, then I want no part of it," or, "Why can't we just stop all this
investigation and be happy with the state of our present knowledge?"
then I'm afraid science just isn't going to be a very fun hobby for you,
let alone a career. But you should recognize that not everyone would (or
should) share that sensibility.