Caffeine might contribute to altitude sickness as it could lead to dehydration triggering altitude sickness.  Caffeine, on the contrary, is known to stimulate your brain, kidneys, and breathing, all of which are helpful at high altitude. For people who are into caffeinated beverages for a long time period and abruptly stopping to consume them on the trek may trigger profound headaches in them.