Yeah, the start menu seems to be not as intuitive as we first thought, I apologize. You should drag and drop the letters "P, O, W, E, R" into the empty bullet shell (not the ones with POW already in it) to start the game.
If you meant the Loadout menu. You can just press E again to close the Loadout menu