Bower install returns "Error: ENOTEMPTY, rename xxx" error

I added jquery-mousewheel to bower.json, then ran

bower install jquery-mousewheel

But got  below error

bower jquery-mousewheel#*    ENOTEMPTY ENOTEMPTY, rename '/Users/jimz/.cache/bower/packages/c1d6f178dc1d8767625f6e478b014cf2/3.1.13'

Stack trace:
Error: ENOTEMPTY, rename '/Users/jimz/.cache/bower/packages/c1d6f178dc1d8767625f6e478b014cf2/3.1.13'
    at Error (native)

Console trace:
Trace
    at StandardRenderer.error (/usr/local/lib/node_modules/bower/lib/renderers/StandardRenderer.js:74:17)
    at Logger.<anonymous> (/usr/local/lib/node_modules/bower/bin/bower:109:18)
    at Logger.emit (events.js:107:17)
    at Logger.emit (/usr/local/lib/node_modules/bower/node_modules/bower-logger/lib/Logger.js:29:39)
    at /usr/local/lib/node_modules/bower/lib/commands/install.js:27:16
    at _rejected (/usr/local/lib/node_modules/bower/node_modules/q/q.js:808:24)
    at /usr/local/lib/node_modules/bower/node_modules/q/q.js:834:30
    at Promise.when (/usr/local/lib/node_modules/bower/node_modules/q/q.js:1079:31)
    at Promise.promise.promiseDispatch (/usr/local/lib/node_modules/bower/node_modules/q/q.js:752:41)
    at /usr/local/lib/node_modules/bower/node_modules/q/q.js:574:44

Tried some ways, but didn't work. As the error path was .cache, so I did

bower cache clean
bower update jquery-mousewheel

Which fixed the issue.