The smaller city-states resented how Athens spent the money in the Delian league treasury because Athens spent the money to beautify the state and build a navy. They believed that the things they spent money on, like fine buildings, were unnecessary.
The founding fathers believed that the country needs a strong centralized government or else it would fall into disarray and would easily be defeated by any foreign power.