The purpose of this study is to find out what effects, good and/or bad, the drug lenvatinib has on the patient and on adenoid cystic carcinoma. This type of cancer study is called a phase II study. Researchers hope to learn if the study drug will shrink the cancer by at least one-quarter compared to its present size.