refute rhymes with refuse, when you DISAPPROVE OF something, or if something is false or incorrect..you refute it or disapprove..
Refute can be considered as REFusing something to have trUTh or prove to be false/incorrect
'are fut' - means to overthrow by argument
refute sounds like again fuse i.e. again false.