just take a piece of paper towel, place over the end, grip it firmly with two fingers, and rock it a bit as you pull
they pop right off
you do need to put them back on, though, even people that don't like the dropper function, because the nozzles are 1/2 of the seal system (some don't like the droppers)
Rex