The only reason money didn't matter to the Roy family is because they had no concept of ever needing it.
I don't think they could even fathom being poor.
In earlier seasons, Tom was the subservient husband and a cuckold, humiliated by his wife and her family. So, yeah, I think he craved power and the chance to turn the tables on her.