The easiest way to clear mineral deposits out of faucet screens or shower heads is to soak them in either vinegar or CLR, they both work, the CLR is just faster.
Either soak them in a bowl, or if you don't want to take them off, then hang a bag of vinegar over the head, right in the shower.