I use half of a spring-type close pin -- applied like a drift, i.e. placed at an angle in the notch then lightly tapped with a hammer. No chance of scratching anything (a risk with pliers or other metal tools).
Sometimes they aren't so much tight but just don't want to move easily. In addition, impact (hitting that wood drift) often works better than steady force (like pliers).