Residents said they heard "a big thud, like an earthquake" at the time of the blast in Hinckley Road at about 19:00 GMT on Sunday.
Five other people remain in hospital, one in a critical condition, Leicestershire Police said.
Supt Shane O'Neill said police believe there may be more people unaccounted for and rescue efforts were continuing on Monday.
