The fastest way to gain crystals is to start a run and immediately quit. You get 1 crystal for a couple seconds of clicking. Perhaps a minimum score before you start earning crystals would be a good idea?
Thank you for bringing this up, I'll add a minimum score for a reward.
Although one crystal isn't much in the long term, it would take 25 quits to reach the first upgrade.