ALAMOGORDO, N.M.—A documentary film production company has found buried in a New Mexico landfill hundreds of cartridges for Atari’s notorious E.T. game — described by some as the worst video game ever made.

Film director Zak Penn showed one E.T. cartridge retrieved from the site and said that hundreds more had been found in the mounds of trash and dirt scooped by a backhoe.

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About 200 residents and game enthusiasts gathered early Saturday in southeastern New Mexico to watch backhoes and bulldozers dig through the concrete-covered landfill in search of up to a million discarded copies of E.T. The Extraterrestrial that the game’s maker had wanted to hide forever.

“I feel pretty relieved and psyched that they actually got to see something,” said Penn as members of the production team sifted through the mounds of trash, pulling out boxes, games and other Atari products.

Most of the crowd left before the discovery, turned away by strong winds that kicked up clouds of dust and garbage. By the time the games were found, only a few dozen people remained. Some were playing the infamous game in a makeshift gaming den with a TV set and an 1980s game console in the back of a van, while others took selfies beside a life-size E.T. doll inside a DeLorean car like the one that was turned into a time machine in the Back To The Future movies.

Among the watchers was Armando Ortega, a city official who back in 1983 got a tip from a landfill employee about the massive dump of games.

“It was pitch dark here that night, but we came with our flashlights,” he said.

They braved the darkness, coyotes and snakes of the desert landfill and had to sneak past the security guard. But it paid off: they found dozens of crushed cartridges that they took home and discovered were still playable in their game consoles.

The game and its contribution to the demise of Atari have been the source of fascination for video game enthusiasts for 30 years. The search for the cartridges will be featured in an upcoming documentary about the biggest video game company of the early ’80s.

Whether — and most importantly, why — Atari decided to bury thousands or millions of copies of the failed game is part of the urban legend and much speculation on Internet blog posts and forums.

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Kristen Keller, a spokeswoman at Atari, said “nobody here has any idea what that’s about.” The company has no “corporate knowledge” about the Alamogordo burial. Atari has changed hands many times over the years, and Keller said, “We’re just watching like everybody else.”

Atari currently manages about 200 classic titles such as Centipede and Asteroids. It was sold to a French company by Hasbro in 2001.