There's lots of places you can buy color powder online (also called Holi powder). You can find a range of specialist color powder products at great prices on Color Blaze, or even check out Amazon, if that's easier for you.
Wherever you end up getting your color powder from, make sure the powder you buy is food-grade, FDA-approved (or similar) and non-toxic.