The Premier League club also plan to install an extended roof as part of the £95 million ($154 million) conversion after the Stadium has staged the Olympics and Paralympics next year.
The extended roof will mean that it will cover all the spectators in the Stadium rather than in its current configuration which only shelters these on the top tier.
But the decision to remove the 14 triangular floodlights will inevitably lead to criticism as they become a symbol of the Stadium and are already a familiar site on the London skyline.
West Ham's plans also reveal that under plans for configuration for cricket the Stadium will have a capacity of 71,000, making it the fourth largest cricket ground in the world.
Although plans are still at an early stage and no architect has yet been appointed, West Ham officials are also exploring various temporary retractable seating options.
West Ham hope to put a design and build contract out to tender shortly, a process that is expected to take up to three months.
March 2011: Government and London Mayor approve West Ham Olympic Stadium move
February 2011: David Hornby - London 2012 Stadium decision means West Ham will let someone down
February 2011: West Ham working with Populous on designs for Olympic Stadium after London 2012
February 2011: Exclusive - Olympic Park architect protests over West Ham Stadium decision
February 2011: Sports Minister expects Government backing for West Ham Olympic Stadium decision