When your reMarkable is showing the powered off screen, but won't turn on, your battery is probably completely depleted. Because of how the e-Ink technology works, the screen will continue to show the power off message. It will take a while of charging until there's enough battery to restart the device.
So don't panic and just let the device charge for a few hours. It should turn on as usual after that.