Growing memory usage normally stamps from poor asset management in the game. You can try organizing your graphical assets into various spritesheets / texture atlas. Then load the spritesheets needed in the scene and unload them when you are done with the scene. Just note that this approach will result in a slower loading time.
From the way I see it, it is not a big problem, otherwise no one would be using cocos2d-x for mobile.