As a general rule, capitalize all campus buildings, even those with generic names that reflect the discipline taught or the activity conducted therein (Administration Building, Physics Building), as these are the official building names. 

Most campus buildings and facilities are listed individually in this style guide. Context or special usage may require deviating from the rules.