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Shut/close your eyes to something
Intentional Ignorance
This phrase implies a conscious decision to ignore something rather than simply not noticing it. 
Avoidance
Used to describe avoiding dealing with a problem or unpleasant situation. 
Negative Connotation
Often implies a negative judgment of the person choosing not to acknowledge the issue. 