When somebody says "Sorry, I can't. I'm busy" I hear "I have something more important to do". May be true, may not.
Some folks honour their commitments, and you making a request doesn't obligate them to carefully consider whether your request outranks their commitments plus the reputation cost of breaking their word. Better to say "sorry I can't" than to say "sure!" and not do it.