The incident took place when the children followed their mother, Chanda, to the rivulet and accidentally fell in the water, SP (City), Ram Lal, said.
Locals saved her from drowning after she tried to rescue them, Lal said.
Chanda has been hosptalised in a serious condition and the bodies have been sent for post-mortem.