Jailed gangster Lawrence Bishnoi, who is suspected to be involved in Punjabi singer Sidhu Moosewala's killing, on Wednesday withdrew from the Delhi High Court his plea in which he had sought necessary safeguards as he apprehended a "fake encounter" by the Punjab Police.