The word that best completes the sentence is "fanatical." The completed sentence would read: "Some of the team's fans were fanatical and spent incredible amounts of time and money following them around the country."
"Fanatical" describes someone who is excessively enthusiastic or devoted to a cause, which fits well with the context of fans who are very dedicated to their team.