Riquelme was linked with Manchester City in August.
“I've been away from home for three years, and I'm from here," he told Marca.
“I have been here all my life, I feel it's my home.
“I have been away fighting for my chance, and now, having that opportunity is a turning point in my happiness and what I want is to succeed here.
“It's true there was several offers from powerful teams, but Atletico was always in my head, and I will fight for my dream here."