It sounds like you are using a finish that has stain in it.
Sand it off or remove it chemically or both and don't use it. Use a thin stain that doesn't seal the wood and build up like paint. Then finish using Flecto Varathane number 66 oil finish or use tung oil or some other modern
"oil" finish.