The couple sought assistance from the Australian embassy in Bangkok on Friday after they had been denied the departure.
Four Australian and American couples were prevented from leaving the kingdom with children born from Thai surrogate mothers on Thursday.
The scrutiny follows a surrogacy controversy in Thailand brought to attention by an Australian couple that allegedly abandoned a Down syndrome surrogate baby.