Martin_fr is right, the flicker can be seen during the designed time in the IDE.
Thanks to GetMem and BrunoK for your solutions, both work. Thanks to jamie, please contribute your suggestion in the bug tracker.
It seems Only TPageControl gets this problem. I built a self-made version TPageControl which composed of TImage and TPanel. And there is no flicker problem.