Until he retires. I doubt he will ever lose the streak. I think there would be a huge negative backlash against the person who beat him for the streak at this point.
Taker is in his late forties, so it's not a stretch that he could retire soon, perhaps after Wrestlemania 30. They always makes a big deal of doing a Wrestlemania every decade, so it would be a fitting way to end that show.