I've recently switched from an iPhone 4 to Galaxy s6. This was simple on my iPhone. It surely can't be that I have to go through them all one by one, clicking X after X?
There's an Options (3 dot menu) button in the upper right corner of the Clock. Click it and choose "Delete". Now you can select multiple alarms to delete.