Those transferred include special secretary of health and family welfare Udit Prakash Rai, a 2007 batch IAS officer of AGMUT cadre.
Kumar was on Friday sent to 14-day judicial custody.
Chief Minister Arvind Kejriwal on Saturday allocated portfolios to his six Cabinet colleagues while keeping the key departments of home, finance, power and vigilance with himself.
"It is the history of this country that whenever we have tried to rise, we have been suppressed. It is entirely a conspiracy against me and there should be an inquiry in it," Sandeep Kumar said.
The court said prima facie the evidence showed he abused his official position.
Lt Governor Najeeb Jung, who is now administering Delhi after President's rule was imposed, on Tuesday made it clear that none of the decisions and initiatives taken by the Aam Aadmi Party government will be scrapped, including the 50 per cent subsidy on power tariff.