MUMBAI—Indian police arrested Saturday the alleged mastermind behind a network of a scam call centers that stole millions from Americans by fooling them into thinking they were in trouble with the taxman.

In October, Indian authorities raided call centers in a Mumbai suburb where more than 700 people worked, allegedly posing as Internal Revenue Service officials. At that time they detained some of the managers of the facilities but said their boss had escaped.

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