Remove the orange overlay in the tilemap editor

I have the same problem. In the tile map editor, the tiles looks like this: Skjermbilde 2017-02-26 kl. 16.03.42.png
However, they are supposed to look like this: Skjermbilde 2017-03-09 kl. 15.13.02.png