The potential energy of a body at rest is minimum when:
Placed on the ground
Potential energy will be least when the height from the ground is minimum. The height of a body refers to the height of the centre of the body. When the person lies down, the centre of the body is at a height lower than that in the other cases. Hence, the potential energy is minimum in that case.