You are on the right track. First see if it moves better after you loosen the screw. You might start with an 1/8th or 1/4th turn. If it turns well and doesn't slip after reaching the proper pitch. If that doesn't work, tighten the screw until the string holds under tension. Now try lubricating the tuner with either graphite or a dry silicone spray. I prefer the first as the silicone spray can get on the finish and harm it. You may need to turn the peg completely around many times. Oh, you could also clean the peg with either a commercial degreaser and/ or denatured alcohol. This best done with tuners off of the dulcimer. Hope this helps.
Ken
"The dulcimer sings a sweet song."