I tried
UPDATE TABLENAME SET COLUMNNAME = REPLACE(COLUMNNAME, \'\\t\', \'\')
But I don\'t know how to write the TAB in t-sql
I found the solution:
In T-SQL you do not escape characters, you paste or type them directly into the quotes. It works even for \r\n (carriage return, new line = you press enter)