Crystals are found at the shop, here is what they do:

Dark Blue - Speed
Red - Slow down time
Green - Make a tornado
Purple - Shrink yourself and multi jump
Light Blue - Make a mega jump wearever you want
White - control the direction of your homing attack
Yellow - attract rings