The Premiership club had been following the progress of the 23-year-old for some time and the NAC Breda forward agreed a four-year deal after a passing a medical at Ewood Park on Monday.
Williams told PA Sport: "We have been following him for some time after Mark Hughes identified him as a player he would be interested in."
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