We introduce the concept of a $p$-nilpotent compact Lie group and discuss various group theorical characterisations of such groups. These charactersations are then used to generalize cohomological $p$-nilpotence criteria for finite groups due to Atiyah and Quillen to the case of compact Lie groups.