The rash caused by leukaemia can be seen in any part of the body. When the leukaemia is at its advanced stage, the rash can burst open, and the presence of blood can be seen. This can cause small red, purple, or brown spots. These spots are called petechiae. When grouped together, these can give the appearance of a rash.