Electrum Litecoin keeps synchronizing. What should I do?
Backup the wallet file
Delete the electrum data directory 
Restart electrum-ltc


Since I don't know your OS... 


Linux Data directory: $HOME/.electrum-ltc
Windows Data Directory: \Users\YourUserName\AppData\Roaming\Local\Electrum-LTC


or something very similar to those.