It's very routinely used in India, in face packs, beauty treatments and even in food. Available as medicated rose water. Should be available in any Indian stores. Alternatively look for organic rose water in any pharmacy.
When I used to wear make-up out, to remove it, would use 'Lemon Delph' astringent. Have oily skin, so that worked well. Then finish with their 'Milk' liquid.
I could NOT go to bed with makeup on! Eeeeewwww!