Good afternoon @Oxalis,
Welcome to the forums! 
That quality plot does look suspiciously high. Q 40 = 99.99% accurate. As suggested here, I wonder if the wrong Q score / Phred offset was chosen during import.
What Phred number did you use? Have you tried others?