A display substrate, a manufacturing method thereof and a display device are provided. The display substrate includes: a base substrate; first electrodes formed on the base substrate; a first insulating layer formed on the base substrate provided with the first electrodes; and second electrodes formed on the base substrate provided with the first insulating layer, at least one curved slit being formed in each of the second electrodes.