A "comfortable life" is not possible in Turkey while the conflict continues, TAK said, adding: "The people of Turkey must now say no to this fascism."
The carnage on Sunday comes as part of a string of terrorist attacks by both Kurdish and Isis (Islamic State) militants across Turkey in recent years.
The violence has threatened to destabilise a nation already roiled by domestic and regional crises. An attempted coup by a rogue faction of the military nearly toppled the Government in July.
Authorities declared a national day of mourning, and officials vowed to pursue Kurdish militants.
Turkish Prime Minister Binali Yildirim said that the attack was an opportunity for Turkish security forces to pursue the PKK, which has itself been locked in a conflict with the Turkish state for years, Reuters reported.
Violence has surged since a peace agreement between the PKK and Turkish Government fell apart in 2015, bringing terrorism to Turkish cities and devastation to largely Kurdish areas in the southeast.
Ethnic Kurds - who live across areas of Turkey, Iraq, Syria and Iran - make up about 20 per cent of Turkey's 75 million people. Analysts say that the TAK militants split with the PKK over negotiations with the Government, but that the two groups maintain strategic ties.
Sunday's blasts, which could be heard across Istanbul and sent up a plume of smoke, detonated outside the Vodafone Arena in the Beskitas neighbourhood, less than a kilometre from the bustling Taksim Square and on the edge of the Bosporus.
Turkish Interior Minister Suleyman Soylu said the attack started with a car bomb that targeted a group of riot police posted at the stadium after a football match earlier in the day, according to local media reports. The second explosion, which authorities attributed to a suicide bomber, happened less than a minute after the first, in a throng of police officers, Soylu said.
"We panicked. The ground shook, and smoke started rise," Mehmet Ata Ekin, a 54-year-old employee of a cafe close to the arena, said of the first blast.
He ran to take shelter, "then all of a sudden another explosion happened," he said, followed by gunfire.
Today, outside the nearby Dolmabache Mosque, shards of glass from shattered windows littered the ground. Worshippers gathered for prayer, including a man draped in a Turkish flag. Others wore police jackets, and small crowds waving flags also made their way toward the blast sites.