REBF says Khalid El Bakraoui had rented an apartment raided by police last week in an operation that led authorities to top Paris attacks suspect Salah Abdeslam.
Belgian media have tentatively named the third suspect as Najim Laachraoui, the Guardian reported.
Prosecutors said Laachraoui had been wanted by police since his DNA was found in properties used by the Paris attack cells last year.
He is reported to have travelled to Hungary with Abdeslam in September.
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The Guardian reported it had recently emerged the el-Bakraoui brothers had clear links to the Paris attacks and the recent Brussels police raids - a development the newspaper said could raise serious questions about the failings of police and intelligence agencies.
The brothers from Brussels had a long history of organised crime in the Belgian capital, local station RTBF reported, and were among the suspects being sought since last week's raids.
One of the el-Bakraoui brothers had rented a flat in Forest, southwest Brussels, which had been raided a week before Tuesday's attacks.
Paris terror suspect Salah Abdeslam had been present at that raid and another cell member, Algerian Mohamed Belkaid, was shot by police. The Guardian reported an Isis flag and heavy weapons were found at the Forest address.
One brother had also rented out the Belgian hideout in Charleroi used by the Paris attacks team.
RTBF reported one of the el-Bakraouis was also believed to have provided weapons and ammunition for the attack on an Eagles of Death Metal rock concert at the Bataclan.
BRUSSELS UNDER ATTACK - WHAT WE KNOW
• Attacks claimed by IS, warning of more
• 34 dead, 198 wounded
• Two blasts at airport, third bomb not activated, defused by police
• Blast on metro train at Maelbeek station
• Three men captured on CCTV at airport, two killed in suicide bombings
• Suicide bombers named as brothers Khalid and Brahim El Bakraoui
• Manhunt for third man, named as already sought Najim Laachraoui
• First victim identified as Peruvian mother of two Adelma Tapia Ruiz, 37
• Three days of mourning in Belgium
• Memorial at Place de la Bourse in front of Brussels stock exchange
• Heightened security at all European airports
• Brussels public transport services back on line
- AFP