Most scrolls can be purchased from the Black Market, however, there are two scrolls which you can craft yourself.
All scrolls have a casting time, you will be slowed for a moment while you read them.
Scroll of Teleportation
This scroll teleports you to your nearest capital city.
Scroll of Displacement
This scroll teleports you to a random location in the world (it shouldn't be ocean).