SQL Server keeps log for each deleted records. you can query these logs via fn_dblog sql server function.
Select [RowLog Contents 0]
FROM sys.fn_dblog(NULL, NULL)
WHERE AllocUnitName = 'dbo.TableName'
AND Context IN ( 'LCX_MARK_AS_GHOST', 'LCX_HEAP' )
AND Operation in ( 'LOP_DELETE_ROWS' )
But this log is in Hex format. and you need to convert this Hex format to your actual data.