2D Tileset - Graphical artifacts/glitches - How can I solve this?

I have been making a top-down game and created my own tileset.

When I am playing the game some glitches appear on the map. I already tried to use the condition tile sheet texture but the glitches appear there as well.

It looks like this:

Is this a bug or how can I fix it?