As I understand it, each time you get a cold you're getting a slightly mutated virus with a slightly different shape that your immune system doesn't recognize.

You retain the ability to make antibodies to the ones you've been exposed to. That's why you have no idea hour many colds you've not suffered because they were the exact same rhinovirus you've had before.