The victims were identified as D Appanna and his wife D Lakshmi (38).
"The couple used to procure firecrackers and sell them in and around Anandapuram area here," Additional Deputy Commissioner of Police, S Venkateswara Rao said.
Police are trying to ascertain the cause of the fire, he said.
The bodies were sent to K G Hospital for postmortem.