For soft metals, drill quickly and clear the chaff often. Take small bites and like nophead suggests, use some lubricant.
A sharp drill bit helps too, you'll know it's sharp when you get 2 continuous spirals coming out as you're drilling. If you get little granules, the bit is dull.