I figured out the issue. Just in case someone got the same issue, I posted what I changed. Basically I can't set to
ConvertToXhtml inside the ContentFilters on RadEditor. Otherwise the new line will save to database as <br /> instead of <br>
After I removed ConvertToXhtml setting, it works perfect