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" refers to being filled with excessive zeal or passion, especially in terms of support for a team or cause, which fits the context of the sentence well.