Avastin isn't known to cause hair loss. This side effect wasn't seen during clinical trials of the drug. Hair loss can be a common side effect of certain chemotherapy drugs. Avastin isn't a chemotherapy drug, but it's often used in combination with chemotherapy to treat various cancers.