Nope. Keep buying it. You get the lower of the 2 prices from Jan 2 to June 30 and from July 1 to Dec 31. Just because it's going down doesn't mean you stop contributing to ESPP. You are not losing anything. Keep putting it in. I would contribute the max $21,250 every year, and it paid off so far.