Hi Yingjie,
My suggestion was incomplete. In addition to removing the log4j-1.2.17.jar file from the lib folder, you have to remove the slf4j-log4j12-1.7.30.jar file as well. Otherwise, JanusGraph server starts looking for the log4j jar and crashes, as you found out.
Best wishes, Marc