The children were admitted in a district hospital as their condition was not well, Government Railway Police (GRP) SHO Avatar Singh said.
They were under the supervision of district children welfare Committee, he added.
Chief Medical Officer Dr P S Mishra said that the doctors are attending the children.
Police said that investigations are on.