OK, I'm going to assume that you are talking about scale? Scale is a product of carbon (and other elements with the steel) being changed through combustion. I often refer to it as "Steel Ash". Anyway, no matter what you call it, it is a very hard/tough thing, that we strive either not to have....or to get rid of..... which is what I suspect your after?
Again, I'm going to make another assumption..... when you say "acid" I will assume you are referring to Ferric Chloride solution that most of us use to etch blades? If so, yes, Ferric Chloride will "cut" scale on blades, but it will take a LONG time.... as in days, plus you will likely wreck the ferric chloride in the process.
With the cost of ferric, a much wiser, cheaper option is distilled white vinegar. You can buy two gallon paks as Sams Club for less than $5. I keep two containers of it....one for smaller blades, and a full 5 gal bucket for larger items. Depending on the level of scale on a blade, it can take as little as a few hours soaking, to sometimes a few days. It helps to pull the piece out after a few hours....scrub it off with a steel brush and rinse with clean water. Then you can judge about how much longer will be necessary. And now, my final assumption for this post..... I assume you are hoping to reduce or eliminate some sanding/finishing? If so, that's not really going to happen....unless you want a grainy/globby looking dull gray finish. What it will do is make grinding/sanding/finishing easier, and less costly. Scale is super hard and tough, and the reason that I use vinegar to "cut" it, is to save money on abrasives.