Loosen the pivot bolt on the bottom bracket.
Then slightly loosen the bolt that's able to slide in the top bracket.
Tighten the belt a little more than it is, with a prybar or big screwdriver, while retightening the top bolt.
It will stay in place without the prybar now. Then tighten the pivot...