If there's chip welding, you're either running the drill too fast, or not applying enough feed pressure, potentially some combination of the two.
Cutting fluid will help, WD is not ideal but might work for Alu as might 3-in-1 or another straight to mineral oil, a dedicated cutting/tapping...