According to the Press Association, the Minister for International Development, Rory Stewart, was eliminated from among the candidates.
It is expected that the election process will end in the second half of July.
Teresa May, who has announced her resignation, will continue to lead the government until she chooses a successor.
As US President Donald Trump said earlier, Johnson would have done an excellent job as prime minister.