Oranje lost all three of their group stage matches, and the Voetbal International journalist claims several members of the squad were divisive influences in the dressing room
Bert van Marwijk's men were surprisingly eliminated at the group stage after slumping to defeats to Denmark, Germany and Portugal, despite going into the tournament as one of the favourites to triumph in Poland and Ukraine.
Derksen blamed the side's failure on the excessive number of egos present in the dressing room, namely Gregory Van der Wiel, Ibrahim Afellay and Robin van Persie, and implied that problems with mentality and structure were rife in the Dutch camp.
"[Gregory Van der Wiel] was working on everything except football," he told Voetbal International. "He has his own clothing line and was working too long on it.
"Plus he was working on hip hop music and was getting his hair done every day. Players hardly saw him without headphones on. He wasn't listening to music only during matches and training.
"From day one [Robin van Persie and Ibrahim Afellay] were not part of the group. Afellay is hated in the Dutch camp. He came across as 'I play for Barcelona, who do you play for?'
"He was very arrogant. When it was someone's birthday, and everybody had to pay for a gift, he wouldn't even chip in €10.
"Van Persie was behaving in the same way. Van Persie and Afellay were together for the whole tournament. Also, everyone was disturbed by Van Persie not talking to the press [referring to the gagging order placed on the 28-year-old by his club, Arsenal, amid doubts over his future]."
However, he had kinder words to say for Wesley Sneijder, whom he believes was the only player trying to foster any sort of team spirit: "He wanted to take the lead, and wanted to get the team on their feet."
Netherlands will compete with Turkey, Hungary, Romania, Estonia and Andorra in qualifying for the 2014 World Cup, which begins in September.