They don't draw much power at all. There are USB powered ones
here, so that's normally 100 mA @ 5V DC, or 500 mA @ 5VDC worst case. My son has one that came with a 12 VDC (yes DC!) mini wall wart, which is 250 mA @ 12 V DC. So I'd guess they use less than 5 watts overall.