If the control center doesn't open in landscape something's wrong. Try restarting your device.
Sometimes apps, like games, have a full screen mode and bottom edge swiping only brings up a little "handle". For those you need to swipe up on the handle to actually bring the control center up (so sort of like two swipes in total).