"We cannot tolerate such behaviour," said Kip Keino, chairman of the National Olympic Committee of Kenya.
Anzrah, 61, was then allegedly approached by a doping control officer who was looking for Rotich and asked to provide a urine sample, which the coach did.
"Ferguson is completely confused as to why he would do this but the good news is that he found out straight away and went to the drug-tester and gave them blood and urine samples," said Corstjens.
The International Olympic Committee has opened disciplinary proceedings into the matter, but praised Kenya's Olympic body for its "swift action".
Chairman Keino said the committee had not facilitated Anzrah's travel to Brazil, adding: "We don't even know how he came here."
Anzrah is the second Kenyan official to be sent home over doping issues after track and field manager Michael Rotich. He was dismissed following allegations that he was prepared to warn coaches about drugs tests in return for £10,000.