A toddler has died on his second birthday in a house fire in south-east Queensland.

The boy's mother and four children escaped the blaze that destroyed the Beenleigh house just before 3pm Thursday.

Police said the fire occurred while the father was picking up a sixth child, the eldest, from school.

"The mother was home with the other five and she got four out," Acting Inspector John Hamrey told reporters.