I had the same issue, this is how I worked around it:
Upload the component to the tmp folder in your root directory via FTP
Then in the Joomla backend, extension manager and instead of choosing file to upload, put the path to the file in the "Install from URL"
Click on Install and it will grab it from that folder and install it without issue.
This is true with any file that is over 2 meg
Hope this helps