Wikipedia is no help. It essentially says it ended after the war just because. What was the exact cause? For example, Nicholas II was killed in a revolution.
There was no exact cause. The Empire disintegrated under the success of the various independence movements after the war. Each concession weakened the crown further until there was virtually nothing left that could be called a kingdom. Everyone saw the writing on the wall and so the whole administration was simply dissolved.