Go to Blogger layout (in new Blogger) and click Edit HTML (Check EXPAND WIDGET TEMPLATE checkbox)
Search for rel='nofollow' You will find at least two of them in the code.
Replace rel='nofollow' with an empty string
The second nofollow attribute is for pingback/trackback URLs (blogs that link to your post and ping it). You may or may not retain these URLs. It’s completely optional.