Authorities said Richard Roberts, 78, was in his kitchen using a propane stove to heat water when it happened.
Officials said he suffered burns to 45 percent of his body.
He was first rushed to the hospital in Rumford before being airlifted to Maine Medical Center.
Roberts lives alone and called 911 himself.
There was no damage to the home.