The Gunners have struggled to maintain form so far this season, and currently sit sixth in the Premier League.
In an attempt to improve performance, Dutch tech firm Beyond Sports built the club an analysis suite to allow users to recreate any moment of a match in VR.
However, according to Football London, many of the Arsenal team have complained the technology has been making them feel sick.
After members of Arsene Wenger's squad complained about the program, the first-team have decided against using the technology.
It will now be used to improve the younger players instead.
Beyond Sports designed the system in order to help Arsenal players make quicker and better decisions on the pitch.
The tech company claims youth players at Ajax improved their decision-making by 20 per cent and reduced their reaction times by a second after extended use of the technology.
A spokesman for the company told Football London: "What we do can help professional football clubs to take either their match analysis or training programme to the next level.
"Virtual Reality can offer a special perspective that a normal camera perspective cannot offer, giving the players or coaches the opportunity to relive or train situations through the eyes of a player.
"VR training will actually decrease the reaction speed and will increase the amount of correct decisions made.
"Youth Academy players will also be able to train at the speed of the first team, making them ready for the first team a lot earlier."
Arsenal take on Everton this weekend.
