How to cancel selection?

If you are still in selection tool, tap outside your selection once will cancel the selection. That's follow the same way of softwares like photoshop. The real meaning is select a new area but empty, so the old selection is canncelled. So, make sure the selection mode is in "Replace".

If you are in other tool, there is a "cancel selection" button on the bottom of tool-option panel.