I have the same problem. According to my cpu records, cpu usage of evernote is over 100% When I checked my activity log of evernote, I found this: Reindexing the previous documentI thought evernote.com modifies its analysis algorithm. When changes are detected, evernote uses high cpu resources. I just say: wait.
Download evernote install file in the evernote homepage.