I use alcohol and it does no damage. I can tell a big improvement with the strop using it.

I just use a wet paper towel and "dab" each strop, just enough so that I can tell it's wet looking. I then save that towel for cleaning the blade, use a clean section of towel to moisten the next strop and repeat.