In the cases that the deletion log is not important you can simply remove the data rows w/o logging any individual row deletion by truncating the table:
TRUNCATE TABLE [TableName]
Reference:
http://msdn.microsoft.com/en-us/library/ms177570.aspx
TRUNCATE TABLE [TableName]