You can't get totally immune to scarlet rot but you can increase your immune with mushroom set and some talismans like immunizing horn charm. Using a shild that gives immunity bonus also helps. 

 Fire, cleanse me incantation spell just clears any debuff right away. I highly recommend you to use it.