How can I change the color of polyester couch covers?

I have removable cushion covers that are microfiber made out of polyester. I'm looking for the most effective way to change the color from tan to chocolate brown, but I heard there are few ways to dye polyester and the results seem varied. Does anyone have concrete experience in this that could lend a hand?
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