Do I need to trust Telegram for it to be secure?

You should not rely on a vague sense of trust alone. It is more important to understand the product's security boundaries, such as which chats are cloud-synced and which are end-to-end encrypted.

Only when you understand those boundaries can you make the right choice for different scenarios.