Step1: Choose a template and get into the builder.
Step2: Click over the block which you want to delete. A toolbar will appear at the top of that block.
Step3: Click on the bin icon reading 'Delete' as indicated in the image below.
Step4: Press 'YES' to the asked question for confirmation to delete the block. With this, block will be deleted.