How to remove multiple blocks of Gutenberg at the same time?

You can click and drag mouse out of a block, to select multiple ones – but it’s not very comfortable option, IMHO (especially when there are large blocks).

Another way is to click one block, then press shift (and hold it) and and click another block – all blocks between them will get selected.