"The NCAA tests for steroids, peptide hormones and masking agents year-round and also tests for stimulants and recreational drugs during championships. Member schools also may test for these substances as part of their athletics department drug-deterrence programs."
Per the NCAA's official site. Now, how accurate this is or how well enforced is another question.