88-year-old retired astronaut Buzz Aldrin, the second human being to step foot on the moon during the historic Apollo 11 mission in 1969, expressed his disapproval with the movie with a tweet including the hashtag #proudtobeanAmerican and images of the astronauts planting and posing with the flag.
Aldrin, who has made his feelings about the importance of showing veneration for the American flag clear in the past, attracted the praise of other twitter users, who joined him in criticizing the film, and thanked him for his service.
Some users made sure to really emphasize the 'American' nature of the moon landing achievement.
Some also jokingly recalled the incident where Aldrin decked a conspiracy theorist who said that the Moon landings never took place in the face.
Not everyone was in a jingoistic mood, however, with some Twitter users suggesting that this manufactured anger was just an "excuse" to divide the country.
A few conspiracy theorists also joined in the fray.
Armstrong died in 2012 at the age of 82.
'First Man' premiered at the Venice Film Festival on August 29, and is set for US release on October 12.