@Magnus 

• You can read the input file using Pandas or Koalas (https://koalas.readthedocs.io/en/latest/index.html)
• then rename the columns
• then convert the Pandas/Koalas dataframe to Spark dataframe. You can write it back with the correct column name, so the next time you use it, the error will not happen.