It is that unforgettable day, in the midst of an intense battle for the 2021 F1 World Championship, that stands out in Leo's mind as making Interlagos so special for him.
"It was my first visit to the Formula One podium. If you work in the sport and can make it up there, it really is the epitome of your career," he says.
Though Leo was born a nine-hour car journey away from Interlagos - in western Minas Gerais - he was able to share in the immense pride his country feels from hosting a Grand Prix growing up.
"There is special significance having a race in your home country. That the most technologically advanced racing competition in the world comes to your country creates a link," he adds.
"It makes it real. People can experience it. It is not just something you see on TV."
And for Leo, the buzz around Interlagos extends far beyond Brazil.
"If you ask most fans what tracks are memorable, so many will say Brazil," he says.
"My perception as a fan and an engineer is that Interlagos is right up there with Suzuka, Silverstone, and Spa - the tracks that always get people talking.
"I would say every F1 fan can give you a memory from an Interlagos race."
Having hosted 40 Grands Prix since 1973, and crowned six world champions (including five in a row between 2005 and 2009) it is not hard to see why.