i tested led blinking on my stm32f429 board , the LED turn on but didn't blinking but now when i tested it on my friend's board with the same code it worked !!! so i think it is caused by Hardware.
If you are in debug mode, open the HW peripheral window and manually look at your GPIO and try to change off/on state. Just to make sure the HW and the GPIO registers are ok.