First of all.. welcome to Knitting Help!
Simply put...NO, it will not felt.
The fibers that felt best are 100% animal fiber like wool or alpaca. There are some blends that will felt if they are mostly animal fiber... like 75%, but they don't all felt equally. Some won't at all, some do fairly well.
Fibers that have been treated chemically to be washable will not felt. Some white will not felt well.
Best bet.... 100% unwashable wool like Cascade 220, Knit Picks Wool of the Andes, Ella Rae Classic Wools. I've used those I listed and they felt beautifully.