You need to check exactly where it leak. When rain, check the leaking inside and outside. The leak might come from the aluminium frame corner joint.

By this way, you can find a solution to solve the leak.

When using silicon to seal the leak between windows and base, do not use normal silicone. Use the caulk type silicone. Normal silicone can't last long.