The search continues for the other 9.
Claudio Medina Flores and Charlie Perez Jose are back in custody.
It is reported the escape occurred between 3pm and 5pm yesterday during airing time.
IDC officers have searched the perimeter of the IDC building, but up to last evening there was no positive result.
Most are believed to be Venezuelan nationals.
Police say one Grenadian is among the escapees.
Minister of National Security confirmed the recapture, while speaking with Newscenter 5 earlier.
An all points bulletin has been issued for the recapture of the detainees and the police are said to be actively searching for them.
In a release the Trinidad and Tobago Police Service named the escapees and asked members of the public to help by giving information to the nearest station.
This is the third time this year there has been such an escape.
In April, five men escaped the facility.
Prior to that, two detainees also escaped in March.