Via npm:
npm install --save-dev types-ethereumjs-util
or yarn:
yarn add types-ethereumjs-util -D
Don't forget to manually include index.d.ts within an include section of your tsconfig.json
"include": [
...
"./node_modules/types-ethereumjs-util/index.d.ts"
]