This study consists of 2 parts: Dose Escalation Part 1 and Dose Expansion Part 2. The Dose Escalation Part 1 will evaluate the safety and tolerability of Avelumab in combination with Lenvatinib and determine the recommended Avelumab and Lenvatinib dose for expansion. Dose Expansion Part 2 will assess the efficacy of Avelumab in combination with Lenvatinib by Progression-free Survival in participants with pre-defined primary central nervous system (CNS) tumors.
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Dose Escalation Part 1: Number of Participants with Common Terminology Criteria for Adverse Events (CTCAE) Grade Greater Than or Equal to (>=) 3 Treatment-emergent Adverse Event (TEAEs) According to National Cancer Institute-CTCAE Version 5.0
Timeframe: up to 857 days
Dose Escalation Part 1: Number of Participants With Dose Limiting Toxicities (DLTs)
Timeframe: Baseline (Day 1) up to Day 28
Dose Expansion Part 2: Progression-free Survival (PFS) According to Response Assessment in Neuro-Oncology (RANO) Criteria as Assessed by Investigators
Timeframe: until progressive disease or death, assessed up to Day 1534