Rovers are 23rd in the table, three points from safety, in a season which has also been marred by fan protests against the club's owners, Venky's.
"The decision has been taken to give the club the best possible chance of climbing to a position of safety in the Championship," said a club statement.
Assistant manager Sandy Stewart, first-team coach John Henry and goalkeeping coach Phil Hughes have also left Ewood Park.
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