You'll most likely find that when you turn the nut, the bolt is turning too.
Sometimes the bolt jams up in the hole of the bracket. If you turn the nut back a bit it may bring the saddle square.
If that doesn't work squirt some oil where the bolt and bracket meet up to make it looser.
What if you hold the bolt with some pliers and turn the nut.