The deceased has been identified as Nandani, they said, adding the four injured men were rushed to Bayana hospital.
Three buffaloes were perished in the fire, while a cow got injured seriously, police said.
The fire broke out in mid-afternoon probably due to sparking in the high-tension wire passing over the thatched huts, they suspected.
Fire tenders and villagers doused the fire in about 2 hours of exercise.
Families of farm labourers (BPL) were living in the thatched huts located in the agricultural area of Bayana, they said.